{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "任务2：\n",
    "输入1（cycle）3（EMG_lat_hams_l=emg_lh_l），输出5（muscleForce_blifemsh=mf_bm_l）\n",
    "\n",
    "似乎把3做整体输入时，cycle可以省略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n",
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import random\n",
    "import scipy.io as scio\n",
    "import numpy as np\n",
    "from visdom import Visdom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import torch.nn.init as init\n",
    "from torchsummary import summary\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import datetime\n",
    "#import tool\n",
    "from tool import *\n",
    "import torch.nn.functional as F\n",
    "device=torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n"
     ]
    }
   ],
   "source": [
    "# 可视化\n",
    "timeForSave = datetime.datetime.now().strftime('%Y_%m_%d_%H_%M_%S')\n",
    "Visdom_Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Visdom\\\\'\n",
    "if not os.path.exists(Visdom_Dir):\n",
    "    os.makedirs(Visdom_Dir)\n",
    "\n",
    "\n",
    "class visdom_account:\n",
    "    def __init__(self):\n",
    "        self.port = 8097\n",
    "        self.server = \"http://localhost\"\n",
    "        self.base_url = \"/\"\n",
    "        self.username = \"admin\"\n",
    "        self.passward = \"1234\"\n",
    "        self.evns = \"Muscle\"\n",
    "\n",
    "\n",
    "viz_acnt = visdom_account()\n",
    "\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz.delete_env('Muscle')  # 删除环境\n",
    "\n",
    "# viz.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#          opts={'title': 'ProcessMonitor', },)\n",
    "# viz1.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#           opts={'title': 'ProcessMonitor', },)\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz1 = Visdom(env=viz_acnt.evns,\n",
    "              log_to_filename=Visdom_Dir+'vislog_'+timeForSave)\n",
    "viz_batch = []\n",
    "for i in range(32):\n",
    "    viz_batch.append(Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the searching word is :Fast\n",
      "Transformed_redacted_GIL01_Fast5.mat\n",
      "Transformed_redacted_GIL02_Fast3.mat\n",
      "Transformed_redacted_GIL03_xFast2.mat\n",
      "Transformed_redacted_GIL04_Fast2.mat\n",
      "Transformed_redacted_GIL06_Fast3.mat\n",
      "Transformed_redacted_GIL08_Fast1.mat\n",
      "Transformed_redacted_GIL11_Fast2.mat\n",
      "Transformed_redacted_GIL12_Fast2.mat\n",
      "the searching word is :Free\n",
      "Transformed_redacted_GIL01_Free4.mat\n",
      "Transformed_redacted_GIL02_Free2.mat\n",
      "Transformed_redacted_GIL03_Free4.mat\n",
      "Transformed_redacted_GIL04_Free3.mat\n",
      "Transformed_redacted_GIL06_Free2.mat\n",
      "Transformed_redacted_GIL08_Free1.mat\n",
      "Transformed_redacted_GIL11_Free1.mat\n",
      "Transformed_redacted_GIL12_Free4.mat\n",
      "the searching word is :XSlow\n",
      "Transformed_redacted_GIL01_XSlow2.mat\n",
      "Transformed_redacted_GIL02_XSlow2.mat\n",
      "Transformed_redacted_GIL03_XSlow1.mat\n",
      "Transformed_redacted_GIL04_XSlow1.mat\n",
      "Transformed_redacted_GIL06_XSlow1.mat\n",
      "Transformed_redacted_GIL08_XSlow2.mat\n",
      "Transformed_redacted_GIL11_XSlow1.mat\n",
      "Transformed_redacted_GIL12_XSlow1.mat\n",
      "the searching word is :slow\n",
      "Transformed_redacted_GIL01_slow3.mat\n",
      "Transformed_redacted_GIL02_slow1.mat\n",
      "Transformed_redacted_GIL03_slow3.mat\n",
      "Transformed_redacted_GIL04_slow3.mat\n",
      "Transformed_redacted_GIL06_slow2.mat\n",
      "Transformed_redacted_GIL08_slow4.mat\n",
      "Transformed_redacted_GIL11_slow2.mat\n",
      "Transformed_redacted_GIL12_slow4.mat\n"
     ]
    }
   ],
   "source": [
    "#读取并合并\n",
    "#尝试直接把数据相加\n",
    "# Dir = '/mnt/data/ZP_Project/Muscle/muscle/Transed_Data/'\n",
    "# filenames = os.listdir('/mnt/data/ZP_Project/Muscle/muscle/Transed_Data')\n",
    "Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data\\\\'\n",
    "filenames = os.listdir('G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data')\n",
    "\n",
    "set = []\n",
    "key_words =['Fast','Free','XSlow','slow']\n",
    "for word in key_words:\n",
    "    data_emg = []\n",
    "    data_mf = []\n",
    "    print('the searching word is :'+str(word))\n",
    "    for i in range(len(filenames)):\n",
    "        filename = filenames[i]\n",
    "        if word in filename:\n",
    "            print(filename)\n",
    "            data = scio.loadmat(Dir + str(filename))\n",
    "            filenames[i] = 'None'\n",
    "            data1 = data['emg_lh_l']\n",
    "            #data1 = data1.squeeze()\n",
    "            data2 = data['mf_bm_l']\n",
    "            #data2 = data2.squeeze()\n",
    "            data_emg.append(data1)\n",
    "            data_mf.append(data2)\n",
    "\n",
    "    data_emg = np.array(data_emg)\n",
    "    data_mf = np.array(data_mf)\n",
    "    set.append(MuscleData1(data_emg,data_mf))\n",
    "\n",
    "    # sampel = next(iter(set))\n",
    "    # print(sampel,'\\nnnnnnn')\n",
    "\n",
    "# train_dataset, test_dataset = torch.utils.data.random_split(set,[28,4])\n",
    "\n",
    "# train_loader =torch.utils.data.DataLoader(train_dataset, batch_size=2, shuffle=True, pin_memory=False)\n",
    "# test_loader =torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True, pin_memory=False)\n",
    "# train_test_loader = torch.utils.data.DataLoader(set, batch_size=1, shuffle=True, pin_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"此代码块为Net训练\"\"\"\n",
    "Net = []\n",
    "train_loader =[]\n",
    "test_loader = []\n",
    "for i in range(4):\n",
    "        net = CNN_Net()\n",
    "        net.apply(weights_init)\n",
    "        net.to(device)\n",
    "        Net.append(net)\n",
    "        train_loader.append(torch.utils.data.DataLoader(set[i], batch_size=4, shuffle=True, pin_memory=False))\n",
    "        test_loader.append(torch.utils.data.DataLoader(set[i], batch_size=1, shuffle=True, pin_memory=False))\n",
    "\n",
    "\n",
    "criterion = torch.nn.MSELoss()\n",
    "epoch_num = 400\n",
    "for i in range(4):\n",
    "        optimizer = torch.optim.Adam(Net[i].parameters(),\n",
    "        lr=0.002)\n",
    "        vizx = 0\n",
    "        #开始训练\n",
    "        for epoch in range(epoch_num):\n",
    "                #n = 0   #此n用于visdom画图。每个epoch对每个样本进行画图\n",
    "                for batch in train_loader[i]:\n",
    "                        vizx+=1\n",
    "                        data,label = batch\n",
    "                        data = torch.as_tensor(data).to(device)\n",
    "                        #print(data.shape)       #torch.Size([1, 101, 1])\n",
    "                        label =torch.as_tensor(label).to(device)\n",
    "                        #print(data.shape)\n",
    "                        #data = data.reshape(-1,1,1)\n",
    "                        #print('data',data.shape)\n",
    "                        data = data.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                        pred = Net[i](data)\n",
    "                        pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                        #print('pred',pred.shape)\n",
    "                        #print('label',label.shape)     #label torch.Size([101, 1])\n",
    "                        loss = criterion(pred,label)\n",
    "                        optimizer.zero_grad()\n",
    "                        loss.backward()\n",
    "                        #viz.line([float(loss)],[vizx],win='loss', name='loss-batch', update='append')\n",
    "                        viz_batch[i].line([float(loss)],[vizx],win='loss'+str(i), name='loss'+str(i), update='append',opts=dict(title='loss'+str(i)))\n",
    "                        optimizer.step()\n",
    "                        #n +=1\n",
    "                        #print(loss)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WcldKlwI+cwbefNM6+zQMw6hBFWm55wF/FZEOQB9gplKqo+W910UkwvL4HsDy3mSgEzAaeFcpZdvbPQtb7tbolik0cCBMmAAvvwxFxqgahmF/5ZXJXb58Ofv376/BiGqfcpO7iJwVkV2Wn1OBA0DIFTa5HvhSRLJF5ARwFOhljWDLFBsL9euDl5d19/vvf+tROKXcKGEYRu1lknsl+9yVUmFAN2CrZdGDSqk9SqmPlVINLctCgNNFNovmyh8G1WetMe7FdewI118Pn39uRs4Yhp29+OKLtG/fnmuvvZZDhw4B8MEHH3DNNdfQtWtXbr75ZjIyMti0aRMrVqzg8ccfJyIigmPHjpW6nrOrcOEwpZQvsBR4RERSlFJzgBcAsTz/F7gHKK3STonbYJVSM4AZAC1atKh85EWdP2/dLpmiJk+Gr7+G9ethyBDbHMMwHMQjjzxSbvncyoqIiOCNcgqSFU7OsXv3bvLy8ujevTs9evTgpptuYvr06QDMmjWLjz76iIceeogJEyYwfvx4brnlFkDXiSltPWdWoZa7UsodndgXiMgyABGJFZF8ESkAPuBS10s00LzI5qHAmeL7FJG5ItJTRHoGBQVV5xxs13IHfceqtzfYsAaEYRhXtn79em688Ua8vb2pX78+EyZMAGDv3r0MHDiQLl26sGDBAvbt21fq9hVdz5mU23JXuublR8ABEflfkeVNReSs5eWNwF7LzyuAL5RS/wOaAW2BbVaNurjz52HQINvs28dHz9K0ZAm89Ra4OU+VZMOorPJa2LZUWvndu+++m+XLl9O1a1fmzZvHunXrSt22ous5k4q03PsDdwLDig17fFUp9YdSag8wFHgUQET2AV8B+4FVwEwRsV2HdV6eLvRlq5Y7wKRJesTML7/Y7hiGYZRp0KBBfP3112RmZpKamsrKlSsBSE1NpWnTpuTm5l5Wkrd4Wd2y1nNm5TZDRWQDpfejlznDq4i8CLxYjbgqLj4eRGyb3MeMAT8/3TUzcqTtjmMYRqm6d+/OpEmTiIiIoGXLlgwcOBCAF154gd69e9OyZUu6dOlyMaFPnjyZ6dOnM3v2bJYsWVLmes7M8Uv+/v67noNxyRJ9Z6mt3HmnLiYWGwseHrY7jmHUMqbkb+1Q90r+Wvvu1LJMmgQXLsDq1bY9jmEYhhU4fnK3xd2ppRk5Evz9YfFi2x7HMAzDChw/uddUy93DA0aNgp9+0n38hlGH1Ibu27qsKr9/x0/u58+Dp6cuP2BrQ4fqYmKHD9v+WHVFQQHk5Ng7CuMKvLy8SEhIMAneTkSEhIQEvCpZXsXxB20XToxdyhhYqxs6VD+vXasn9TCq74knYNkyPbWhj4919nn0KEyZAitWQNOm1tlnHRYaGkp0dDRxcXH2DqXO8vLyIjQ0tFLbOEdyt3WXTKG2baFZM53c77+/Zo7pzLKz4eOPISkJXn8dZs2yzn5XroQdO+DXX3X5CKNa3N3dadWqlb3DMCrJObplbH0xtZBSMGyYTu7mK2r1ffedTuytWunKm4XXT6prm+WG6D17rLM/w3BAjp/ca7LlDrprJi5OT8NnaN98Axs2VH67Tz+F4GB9/0BmJvzrX9aJxyR3w3Dw5C6iW+41ndxBt94N3b99663wl79Ubrv4ePj+e7j9dl1a+U9/grlz4eDB6sWTkADHj+tvWSa5G3WYYyf3CxcgN7fmumVAdyGEhTlWcj9xQo9KsYXHHtOjXXbvvnTPQUUsWqT/7e66S7/+5z919c2nnqpePNu36+dRo+D0ad3tYxh1kGMnd2tPjF1RQ4fqi3W2SpjW9Nln0Lo13Hab9YccrlqlL15OnKhf//RTxbf99FPo2hXCw/Xrxo31B8U33+iWd1m+/x6mT9cfDKXZtk232qdN06//+KPiMRmGE3Hs5J6WppNCcHDNHnfoUEhMrP1f+3fuhBkz9LeNRYvghhugqjPQiMCAAXpu2c2b9QfFI4/oEUTz50NAAPz4Y9nbHz2qhzyeOAGHDukkXNhqL3TvvToxz5tX+j4WLNDz2n74of6mUJpt23Q3T//++rVJ7kZdJSJ2f/To0UMcyunTIiDy3//aO5KynT8v0ry5fpw/LzJ3rohSIgMHiiQnl1w/NlakoKDs/R04oM/Zw0M/h4fr52+/1e9PmiQSHFz6PgoKRLp00esX7sPFReTs2ZLrjhwp0qKFSH7+5cvfeUfH37On3sfbb5d+nMaNRe6+W/8cECAyY0bZ52QYDg7YIWXkVcduudtLaKhusVpqStc6ubn6ImdcnJ4iMChId2V8+SVs2qRvHCpq715o0aLk8qK+t1R4joyE556DY8f0JCbjxunlI0fCuXN6X8WtWaNb0M8/D++9p1vsL71U+jeuadPg1KnLr2l89BHMnKmPt3697obbVsr8L6dO6a66Xr30N4Dw8Nr/7cowbKWsrF+TD4druYvoVjuIrF5t70guV1AgMnWqju3TT0u+/+ijugW8bZt+nZ8v0q+fXt/TU38rKc2wYSKdO196nZIikp196XXht5n//KfktiNGiDRtevn6ZcnMFPH3F7n9dv368GERb2+Ra68VycnRy667TuTqq0tu+9VXOoYdO/Trv/xFxMen5LcAw3ASmJa7DcycqUfNPP547bqw+swzug/8ued0DfrinntOt5j//GfIz9f915s26THmBQXwwgslt0lJ0S3msWMvLfPzu7yufWio7usuXhJ5zx7dcv/LXypWB9/LS5cOWLpUX9e4805dO2jePHB31+v06qX77ZOTL9922za9bpcu+nV4OKSn635+w6hrysr6NflwyJa7iMgXX+iW4vz5NXfMqCiRWbNE/vEPkZdf1n3RK1aI7Nkj8r//6XhmzLhy/3lh3P/6l24lDxmi13/oIRFXV5EjRy5ff9kyvf6vv145tkce0a3/jIxLy+66S7eeExMrfo7btunjde+unxcuvPz9Vav08p9/vnz5oEEiffqU3M+yZRU/tmE4EK7Qcrd7YhdHTu75+foCX/Pmlyc0W1mxQqRhQ92tUnhxsvjj+utFcnOvvJ+CApGhQ+Xixc2DB/Xys2dF6tUTue22y9e/916RBg0udYuU5Ycf9D5//FG/jo4WcXfX3SOVUVAg0rGj3teUKSXfT0jQ7/3735eW5eXpD5GHHrq0LD1d/66ee65yxzcMB3Gl5G66ZarDxQVee03fLPPmm7Y7Tm6u7v6ZMEF3BR0+rLtQMjLg7FnYulUPdfz4Y1i4ENzKqQenFLz9tq7C+M9/XqpwGRwMDz+s91F4IVJEX0wdOfJSt0hZBg3SXS8vvggPPaQv6ubn6yGTlaGUPt+ICHjnnZLvBwRAmzaXX1Q9cEB3wfTqdWmZt7e+8G0uqhp1UVlZvyYfDttyLzRmjEiTJuW3bKuioEDkvvt0S/WBB/QFR2tJSyu5LCFBDyFs0UJfzNy9Wx973ryK7XPyZD3MsWFDkbAwkSeesF68Rd12m0ho6KXXzz6r4zx+/PL1brlFpE0b28RgGHaGabnb2J/+pAuYXekmnqp680190fPvf4d339UXHK2ltPrpAQH6AmhGhr5h6b//1ctHj67YPr/4AvLy9MXQEyd0tUdbuOYaiI7Wk6dcuKB/TzfdpG/YKio8XA/bTEuzTRyGUUuZ5G4NY8fqseRl3VlZVT/8AH/9K9x4Y+mjWGyle3c9OsbdHT7/HHr2rHiJB6VqZuKUwu6X7dt1Yk9OhmefLbleeLjuWjJVPI06xiR3a3B319UNV6zQVQmt4eBBPdFEly66DotLDf9TXX21LuPbty888EDNHrsiunUDV1f9LeP113Vpha5dS6539dX6+dChGg3PZpKTS7+ByzCKMcndWqZN0xc+Fy6s/r4yM3UxLk9P/YHh61v9fVZFy5Z6DPw999jn+FdSr55ulc+ZU3arHXQ3jaur88x7+/rr0Lu3Lo9sGFdQbnJXSjVXSq1VSh1QSu1TSj1sWR6glFqjlDpieW5YZJunlVJHlVKHlFKjbHkCtUZ4uG5NfvJJ9ff1yCP6Nv7PPtNlAYzS9eqlRw1df73+3ZfGw0OPMDpypEZDs5mjR/Xzn/6kR0cZRhkq0nLPA/4qIh2APsBMpVRH4CngZxFpC/xseY3lvclAJ2A08K5SytUWwdc6d98Nu3ZVb+jdokW6Vfbkk7omuVG2wYN1q7ysVnuhdu2cJ7mfPKlb7qNGwX336buRDaMU5SZ3ETkrIrssP6cCB4AQ4Hqg8C9rPnCD5efrgS9FJFtETgBHgV7UBbfdpvvfq3ph9fhxXeCrb9+avYDqqCZN0sXCune/8npt2+puGXGCeW9PndIfVl9/DUOG6JLO6en2jsqohSrV566UCgO6AVuBJiJyFvQHAFA4HVIIcLrIZtGWZcX3NUMptUMptSMuLq4KoddCgYF6ZMv771etpfjYY/p54cLybxgy9EXmZs3KX69dO50Az52zfUy2lJcHMTG6q65ePX0tJCdHDwk1jGIqnNyVUr7AUuAREUm50qqlLCvRZBKRuSLSU0R6BgUFVTSM2u+//9UXQm+/vezZgkqzZYuehejxx/WFTMN62rbVz45+UfXMGX3Hb+HfR+EH25kzFds+IUHfL2Fa+nVChZK7UsodndgXiMgyy+JYpVRTy/tNgcIJNKOB5kU2DwUq+NfnBEJDdZ/59u26fnlFiOj/dEFBlb9V3yhfu3b62dH73U+e1M+FF9lDLF+IY2Iqtv0rr8C//w1Lllg/NqPWqchoGQV8BBwQkf8VeWsFMNXy81TgmyLLJyulPJVSrYC2QN0amHvLLfri6ksv6bHi5fnpJz05xaxZupSuYV3Nm+tRM47ecj91Sj8Xttwrk9yTkvSwUdD99YbTq0jLvT9wJzBMKRVpeYwFXgZGKKWOACMsrxGRfcBXwH5gFTBTRPJtEn1tNnu2HoI3ZYouLFaWwlZ7y5Z6eJthfa6ucNVVztdy9/WF+vUr1i0zZ44uwTB0qK65X9W5dA2HUZHRMhtERIlIuIhEWB7fi0iCiAwXkbaW58Qi27woIleJSHsR+cG2p1BL+fnpCSdSUnRdlsTE0tf74APYsUNPouHpWaMh1inOMBzy1Cl90d7b+9KyZs3Kb7lnZMAbb+gyGc88o2+Ss0UdJKNWMXeo2lJEhL5IeuwYjB9/eWspL0/XjfnTn/R47dJmTTKsp21bfQNQbZo1q7JOnix5sT0kpPzk/sknej7dp57SZZkbNoTly20WplE7lFP426i2IUN0pcSJE6FfP11psW1b3e+5bh08+KAeYeNaN+7zspt27SA7W3eROepopFOnLtXeLxQScvlk4sXl5sJ//qP/9gYM0EXdxo/Xk7vn5poht07MtNxrwk036VICbm66CNjDD+sJNj77DN56q2JzixrV4+jDIUVKb7k3a6YnbCnrG8nKlXq7J5+8VK3zxhv1Bdb1620bs2FXJrnXlNtu033rFy7om2lOn4Y77rB3VHWHow+HTErS49OL1xoKCdFdfGXdCLh8ua7RX3Ry81Gj9E1QZtSMUzPJvaYppWujN2pk70jqlqZN9eQkjtpyLxwpU1qfO5Te756XB999pxN70akXvb31tInLlztHSQajVCa5G3WDUrprxlFb7oVj3EtruUPpwyE3b9ajtK67ruR7N96oyxbs3GndOI1awyR3o+4oLCDmiMpquReWICit5b5ypW6xl1ZddPx4fRHfdM04LZPcjbqjbVs9r2tlav7UFidP6n7ywMDLlwcH6wJqZSX3wYOhQYOS7zVqpN9btqzke4ZTMMndqDvatdOFt6Ki7B1J5Z06pbtkis9P6+amr+EUT+5Hj+qpGkvrkil00016nYMHrR+vYXcmuRt1R+GImb177RtHVZQ2DLJQs2Yl+9xXrtTPV0ruN9ygn03XjFMyyd2oO7p31yNFfv7Z3pFUXmHLvTSl3aW6ciV07AitW5e9z5AQPauT6ZpxSia5G3WHp6cunLVqlb0jqZysLIiNLbvlXjy5X7igb1C6Uqu90I036vsvCkfjGE7DJHejbhk9Wtf6KZxo2hEUVhW9Uss9MVF/CID+8MrLq3hyB1NrxgmZ5G7ULYXDAh2pKmJZwyALFZ+RacUKPfFLnz7l77tdO+jUyfS7OyGT3I26pU0b3Q/tSMm9rBuYChW9SzU3F77//tI49oq48Ub47beySxgYDskkd6NuUUq33n/5RU8u7QiionTcoaGlv180ua9fD8nJMGFCxfc/caIuPPb229UO1ag9THI36p7Ro3URro0b7R1Jxfz6K3TpUnZ53qLdMitWgJcXjBhR8f2Hh8OkSfDqq+bCqhMxyd2oe4YO1Tf/OMKomcRE/SF0pYuj/v767tWYGD05zLXX6iJplfHqq/rbwRNPVCtco/Ywyd2oe/z89MQVjtDv/uOP+q7a8ePLXkcp3TXz44+6C6cyXTKFWrTQNd8XLdL974bDM8ndqJtGj4bff6/Y5NL29O23euTLNddceb2QENi3T/98pQ+CK3n8cWjeXE8mk1/35rR3Nia5G3XTmDH6+ZNP7BvHleTlwQ8/6Hrs5Y18Kex379VL166vCm9veO01iIzUI4oefVR3CZma7w7JJHejbgoP10MAX3zx0jjy2mbzZj0DU0Va4oUjZq6/vnrHnDgRvvwSunaFOXN091WPHrov3yR5h2KSu1F3vfGG7q9+5BF7R1K6b7/VF35Hjix/3cIbnKrS316UUnrkzIoVcP48fPghpKToImPdu8Pu3dXbv1FjTHI36q4WLeAf/9C33n//vb2jKenbb3XN9fr1y1936lRYvRo6d7be8evXh3vv1SWB58+H+Hg90mjrVusdw7CZcpO7UupjpdR5pdTeIsueU0rFKKUiLY+xRd57Wil1VCl1SClVyhQwhlGLPPYYXH01PPQQZGbaO5pLjh+H/fsrfnHUz69yY9srw80N7rpL978HBurjbNhgm2MZVlORlvs8YHQpy18XkQjL43sApVRHYDLQybLNu0qpCt4DbRh24OEBs2frZPrVV/aO5pIVK/RzVUe+2EKLFvqGqqZN9WijLVvsHZFxBeUmdxH5DUis4P6uB74UkWwROQEcBXpVIz7DsL2hQ/VolNoyefauXbq7qE8fXQunNgkJ0Qk+KAimTXOcEg51UHX63B9USu2xdNs0tCwLAU4XWSfasqwEpdQMpdQOpdSOOFOwyLAnNzc9vtse0+8dPAhr1lwaVx4VBePGQcOGsHRpzcdTEcHB8O67OvbXXrN3NEYZqprc5wBXARHAWeC/luWqlHVLHT8lInNFpKeI9AwKCqpiGIZhJWFhevLsmrRxo54JaeRI3UJ/6SXd3ZGVpUsjFI5dr43GjIFbboEXXtBdWkatU6XkLiKxIpIvIgXAB1zqeokGmhdZNRSo5bcAGgY6uddky/2XX3RSb9IEPv5YH/+ZZ3QMK1boKfJquzfe0N96Zs40Y+BroSold6VU0VvgbgQKR9KsACYrpTyVUq2AtsC26oVoGDWgVStdiiA72/bHWr1a33XaurWu4zJtGqxdq7s5tm2DgQNtH4M1hITA//2f/pZhZnKqdSoyFHIhsBlor5SKVkrdC7yqlPpDKbUHGAo8CiAi+4CvgP3AKmCmiJgiFUbtFxamn21d8jY/H2bM0N0wa9fq/utC7dvrO2cdycyZ+gaqjz+2dyRGMW7lrSAiU0pZ/NEV1n8ReLE6QRlGjStM7idOQNu2tjvO99/rcgdLlugx447OzU3fFfvBB5CRoevTGLWCuUPVMEB3y4Dt+93fflt3Z1S3Bkxtct11+iLwTz/ZOxKjCJPcDQP0yBQ3N9sm90OHdH/7/ffrYzmLwYP1HbIrV9o7EqMIk9wNA/RNTC1a2HY45Lvv6qnypk+33THswcNDz0v77bd6LlajVjDJ3TAK2XI4ZFoazJunS+o2aWKbY9jTddfBuXOwc6e9IzEsTHI3jEKtWtkuuX/+uS6d++CDttm/vY0dCy4upmumFjHJ3TAKhYXp1qe1q0Pm5cH//qfroffpY9191xaBgdCvn0nutYhJ7oZRqHA4pLVnZvrkE12U7J//1JNhOKvrrtNT9J0+Xe6qhu2Z5G4YhQqTuzW7ZjIz4bnnoG9fnfycWeH5mdZ7rWCSu2EUssVY97ff1mUNXn7ZuVvtoCc9adlS180x7M4kd8Mo1LSpHqporeGQFy7Av/+tKygOGmSdfdZmSukJtTduNIXEagGT3A2jkIuLbnlaq+X+n/9AUpIu5VtX9OunL0rXdPlkowST3A2jKGsNhzxxQo+Que02iIio/v4cRf/++nnjRvvGYZjkbhiXsdaNTI8+qu96feWV6u/LkXTuDPXrm+ReC5jkbhhFhYXB+fOQnl71ffzwA3zzjZ4HNTTUaqE5BFdXPZbfJHe7M8ndMIqq7lj37Gx4+GFo10633uui/v1h3z59QdmwG5PcDaOo6g6H/O9/9Q1Lb72lC2rVRf3769EyW7bYO5I6zSR3wyiqsOV+7Fjlt/3gA90Vc/PNen7Uuqp3b909Y7pm7Mokd8MoKjhYV23csaPi24jo8ewzZujSt/Pn2y4+R+DrC127muRuZya5G0ZRSumWZ2W6FP7+d/247TZ9IdXHx3bxOYp+/WDrVsjNtXckdZZJ7oZRXJ8+cPgwJCaWv+7mzbq0wL33wmef6TtcDd3vnpEBv/9u70jqLJPcDaO43r3187ZtV16voECPjGnaFN54Q9/hamiFNzOtW2fXMGq9zz+H9ettsmvz12gYxV1zje6e2br1yut9/jls365b7r6+NRObo2jeHLp0gccfh1tu0aWAjUtE9N/NnXfqhoENmORuGMX5+UGnTlfud09Lg6eegl694I47ai42R7J2LcyaBWvWQLdu8Oqr9o6odsjP1zNyPf00TJ4MX3xhk8OY5G4YpenTR7fcy6pu+PLLcPas6Y65kkaN4IUX9A1hw4bB66/rxFbXTZ+uJ0t//HFYsAA8PW1ymHL/KpVSHyulziul9hZZFqCUWqOUOmJ5bljkvaeVUkeVUoeUUqNsErVh2Frv3rqi45EjJd/LzNSJatIkPQmHcWX+/vCnP+lqkTbqX3YYeXk6od97r/4mY8OGQUX2PA8YXWzZU8DPItIW+NnyGqVUR2Ay0MmyzbtKKVerRWsYNaXwompp/e5r1+qRIHffXaMhObRx48DbG776yt6R2NfRo5CTUyP1/ctN7iLyG1B8TNj1QOGdGvOBG4os/1JEskXkBHAU6GWdUA1HkJKSQnp1im7VFh076oukpSX3b7/VY9mHDKnxsByWjw+MHw9LlujWa121b59+7tTJ5oeq6neCJiJyFsDy3NiyPAQoOjtutGVZCUqpGUqpHUqpHXFxcVUMw6hN8vPzGTBgAB07diTKmlPV2YOrqx41U/yiqohO7iNGgJeXfWJzVJMmQVwc/PqrvSOxn7179UisDh1sfihrd/iUNklkqVekRGSuiPQUkZ5BQUFWDsOwh0WLFvHHH39w7tw5hg4dyqlTp+wdUvX06aNvwsnMvLRszx44fdr5J7u2hTFj9LehRYvsHYn97NsHrVvrLiobq2pyj1VKNQWwPJ+3LI8GmhdZLxQ4U/XwDEeRl5fHv/71L8LDw9mwYQNJSUkMHTqU6Ohoe4dWdb176y6EXbsuLfv2W/08dqx9YnJk9erBhAmwbFndLUuwb1+NdMlA1ZP7CmCq5eepwDdFlk9WSnkqpVoBbYFybvMznMGCBQs4fPgw//rXv7jmmmtYvXo18fHxTJkyxd6hVV2fPvp56dJLy1au1GPbg4PtE5Oju/VWSEjQF6XrmpwcXdaic+caOVxFhkIuBDYD7ZVS0Uqpe4GXgRFKqSPACMtrRGQf8BWwH1gFzBQRM7DVyeXm5vL888/TrVs3rr/+egB69erFP/7xDzZs2MChQ4fsHGEVNWkC992nhz1+9x3ExuqSBOPH2zsyxzVqlJ6Gz9m7ZkT08M81ay4tO3xYfxOsoZY7ImL3R48ePcRwXB9++KEAsnLlysuWnzlzRlxcXOTpp5+2U2RWkJEh0q2biL+/yLPPioDIrl32jsqx3XWXSIMGIllZ9o7Edlat0n8ro0ZdWrZwoV72++9WOwywQ8rIq+bWOqPaZs+eTY8ePRg3btxly5s2bcqoUaP47LPPyHfUOxPr1dPD9wCefx5CQiAiwq4hObwpUyA5GVatsncktvP66/r5l18gJUX/vG+fHoXVvn2NhGCSu1EtycnJ/PHHH0yYMAGlSg6Wuvvuu4mOjmatI/extm6ty/mCHiVTynkalTB8OAQG2qymit3t3w8//gijR+sLx6tX6+V790KbNjYrN1CcSe5GtWzfvh0RoW8Zt+FPmDABf39/5tfQ7ETnz5/nhRdeYPDgwRw8eNB6Ox4/Xo/PfuEF6+2zrnJ31xdWV66E1FR7R2N9s2freyDmzdP1dVas0Mv37auxi6lgkrtRTZs3b0YpRa9epd+I7OXlxaRJk1i2bBmpNvyPHBcXx7Rp02jevDnPPvss27dv57rrriOxIhNuVNSgQbrFaVTflCn6/oFvvil/XUeSkACffqpL+TZpossufPedriJ69GjNXUzFJHejmrZs2UKHDh1o0KBBmetMnTqVjIwMlhT2XVtZQkICw4cPZ+HChdx3330cOHCAn376iVOnTjFx4kRy6+qY6tqsXz9d833hQntHYl1z5+oPrYcf1q8nTNAzen30kR5BU4Mtd7uPlBEzWsZhFRQUSEBAgNxzzz3lrteuXTsZMGCA1WNISkqSHj16iKenp6xZs+ay9+bPny+APPDAA1Y/rmEFTzwh4uYmEhdn70isIy9PpFkzkZEjLy1LSRHx8BAJDdUjZfbts+ohMaNlDFs4cuQIiYmJZfa3F1JKMX36dDZs2MDvVpxTMzk5mbFjx7Jnzx6WLl3Ktddee9n7d911F0888QRz5sxhTdHxxkbtMGWKHvdto290NW7vXjhz5vLJW/z8dC376Gh9raFt2xoLxyR3o8q2WIpq9Sm8k/MK7r33Xry9vZk9e7ZVjr1hwwa6du3Ktm3bWLRoUYlhmIWef/55GjVqxAcffGCV4xpW1LWrLqBV2GXh6DZu1M8DBly+fMIE/dy+fY1OoG6Su1FlW7Zswc/Pjw4VqHDXsGFD7rrrLhYsWEB8fHyVj5mRkcEzzzzD4MGDcXV1Zf369dx4441lru/p6ckdd9zB8uXLq3VcwwaU0n3TO3bATz/ZO5rq27hRT5YeFnb58sIiczV4MRVMcjeqYfPmzfTu3RtX14rNx/LQQw+RnZ3N3LlzK3WcrKwslixZwqRJkwgKCuKll15i6tSpREZGltslBPpbQ25uLl8467hqR3b33RAa6hxDTDds0K324vdBhIbCSy/Bn/9cs/GU1Rlfkw9zQdXxpKWliYuLi8yaNatS240YMUJCQkIkJyen3HVjYmJk1qxZEhQUJIA0btxY7r//fvntt98qHW/Pnj0lPDxcCgoKKr2tYWOzZ+uLjevW2TuSqjt9Wp/DG2/U6GExF1QNa9uxYwcFBQUV6m8v6uGHHyYmJoZly5aVuU52djZPPPEELVu25MUXX6RPnz78+OOPxMTEMGfOHAYOHFjpeO+55x727NnD7t27K72tYWP33afHhP/f/9k7kqor7G/v39++cRRhkrtRJZs3bwYqdjG1qDFjxtCmTRuef/55zp49W+L9/fv306dPH/7zn/9w1113ceTIEVasWMHIkSNxc3OrcrxTpkzBy8uLjz/+uMr7MGykXj342990v3vxma8cxYYNeirBWlR3yCR3o0q2bNlC27ZtadSoUaW2c3FxYfbs2URFRdGzZ8+LI26io6OZNWsWPXr0ICYmhhUrVvDRRx9x1VVXWSVef39/brrpJhYsWEBWVpZV9mlY0f3361v1X3rJ3pFUzcaNenKXajRArM0kd6NKtm/fXmbJgfKMGTOGzZs34+XlxaBBgxgzZgxhYWG89NJLjB8/nj179nCdDaaxu+eee7hw4QJLi06+YdQOvr66/vl330FMjL2jqZzUVD0dY/EhkHZmkrtRaXFxcZw5c4Zu3bpVeR/h4eFs376d0aNHs3v3bh577DGOHTvG4sWLCbbRLEdDhw6lTZs2zJkzxyb7N6pp2jQoKLhUgdNRbNmi465F/e1gkrtRBYV3mUZUs38xICCAFStWcO7cOV599VVatWplhejK5uLiwv3338/GjRvZs2ePTY9lVEGbNjBwIHz8sWPd1LRxI7i4XJqWsZYwyd2otMLk3rVrVztHUnl33303Xl5epvVeW02bBkeOwKZN9o6k4jZsgPBwPX1gLWKSu1FpkZGRNGvWjEAHLH/bqFEjJk2axOeff16hEsRRUVFs2LCBtWvXsnbtWlNh0tYmTtSjTj75xN6RVExenu6WqWVdMmCSu1EFv//+u0O22gs98MADpKWl8fnnn19xvSVLltCmTRsGDhzIsGHDGDZsGJMmTUIcqcvA0fj66ok8Fi2C9HR7R1O+yEgdZy27mAomuRuVlJ2dzYEDB6rd325PvXr1olu3bsyZM6fMRL106VImT55M7969WbNmDevWrePJJ5/k66+/tlldesPinnv05BaO8Hv+7Tf9PGiQfeMoTVm3rtbkw5QfcBy7d+8WQL788kt7h1Itc+fOFUAWLVpU4r2lS5eKm5ub9O3bV5KTky8uz83NlR49ekjjxo0lPj6+JsOtWwoKRNq2FenXT/9cm11/vUibNnY7PKb8gGEtkZGRgGNeTC3q9ttvp2fPnkyZMoX33nsP0AXKnnzySSZOnMg111zDqlWrqF/kIpmbmxsff/wxiYmJPPLII3aKvA4orBa5aZOeaLq2KiiA9etrZ6sdTMvdqJxHHnlE6tWrJ3l5efYOpdrS0tJk3LhxAsif/vQnad++vQBy3333SUpKSpnbPfvsswLI999/X4PR1jHZ2SKtWolERIjk59s7mtLt2aOLhc2bZ7cQMC13w1p+//13unTpUuEyv7WZj48Py5cvZ8aMGbz//vtkZmayevVqPvjgA/z8/Mrc7plnnqF169a88sorNRhtHePhocsAR0bqi6u1UW3ub6eaF1SVUlFKqT+UUpFKqR2WZQFKqTVKqSOW54bWCdWwNxFx+JEyxbm5ufHee++xbt069u7dy4gRI8rdxsPDg/vuu49ff/2VY8eO1UCUddSUKXr8+KxZkJNj72hK+u03Xau9+OQctYQ1Wu5DRSRCRHpaXj8F/CwibYGfLa8NJxAdHU1iYqJTJXfQc7wOHjz4iq314u666y5cXFyYN2+e7QKr61xc4N//huPH9VR8tYkI/PorDB5ccnKOWsIW3TLXA/MtP88HbrDBMQw7sFbZAWcQEhLCqFGjmDdvHvn5+fYOx3mNGaO7PZ5+GnbutHc0lxw5ArGxtbZLBqqf3AVYrZTaqZSaYVnWRETOAlieG5e2oVJqhlJqh1JqR1xcXDXDMGpCYXIPDw+3cyS1w7Rp04iOjubnn3+2dyjOSyn49FNo2BCuvbb2JPha3t8O1U/u/UWkOzAGmKmUqvCZishcEekpIj2DgoKqGYZRE37//Xdat25dqe4LZzZhwgQCAgLMBCC21rIlrF0LDRrAiBGwa5e9I9LJPSgI2re3dyRlqlZyF5EzlufzwNdALyBWKdUUwPJ8vrpBGrVDZGSk0/W3V4enpye33347X3/9NYmJifYOx7mFhcG6dbo41/Dh9m/B//qrbrXX0v52qEZyV0r5KKX8Cn8GRgJ7gRXAVMtqU4FvqhukI8rOy+ebyBg+23KStOw8e4dTQkGBEJeaTUFBxeqkJCQkcOTIEa655hobR+ZYpk2bRk5ODl988UWV95FfIPx++gLvrjvKaz8eYtPReLLzSvbjn7mQyazlfzDif79y18fbmLX8D77afrrEv+HpxAzeWXuUDUfiyc0vuLhcRMjKdeDrA4UJ3t9fd9Hs2GGfOBYsgFOnYOhQ+xy/gpRUsQiSUqo1urUO4AZ8ISIvKqUaAV8BLYBTwEQRuWKzpmfPnrLDXv9QpUjJysXHww1Xlyt/Kmfn5ZOckUtSRi7pOXnk5Qt5+QVsOpbAwm2nSEjXw7fqe7lxZ9+W3N2vFUF+njVxCqU6ej6V9349zv4zKZyITyczN59mDby4LqIZ14U3w9/bnQsZuSRl5JCQlkN8WjYJ6Tn0aNGQzGPbmDBhAr/++iuDivUzigjnUrI4dC6VI7FptGjkzciOTVBFWjUnE9KJT8shorn/Zb/XrNx8EtJz8PNyw9fDDZdyfue2lJyZy9qD59l0LJ5uLRpyY7cQvNzLH88fERGBu7s727dv5/fTF0jOzOXqYD+C/DxRSpFfICSkZZOdV4Cnmwuebq6cTspg64lEth5PYMvxBFKydAPA1UWvX8/dlYjm/rQK8qFVIx9OJqazaPtpAPq3CSQhLYeTCemkZOVxU/cQXrk5HHdXF46eT+OOD7dyLkVPJejn5UaPlg2JT8vmZHwGaTl5jOoYzP1DriKiuT+ZOflsOhZP5OkLDGgTSK9WAZf9u6Vn57H1RAK/HdbrjOkczH0DW5f7f8OmTp6EIUMgKQnWrIGabHCsXAk33qjrzn//vZ7/1Y6UUjuLjFS8/L2qJndrqmpyz8rNJzopg3oebni7u+Lt6Yqn26X/jHn5BXz3x1kWbjtFfS93OjarT8em9WnXxI/QhvVwc3UhMyefrScS2HQsgX1nkjkcm0ZcajatAn14fFR7xnQOvvjHfjoxg83HE9h8TD8K/wMVpxQMv7oJU/u1xM/Lnbm/HeOHvedwd3Xhhohm3DugNe2DL++3Pp2YwY/7znE4NpXWQb5cHexHQ28Pdp9KYvvJJI7GpuHr5YZ/PXf8vT0IbuBJcIN6NPR2JyYpk6iEdM6nZNMu2I/uLRoS0dyfBvXccXdVJKbn8MZPR/hi2ynqubvSM6whrQN9aebvxcaj8fx2JJ78MlrwLgoKBNx2fUnU2i9JvnABHx+fi7//JTuj+WD9cU4mZFy2XZ/WAfxrQmfq13PjzZ+O8NWO0xQIBPl5MrpTMMENvNh8LIHtUYlk5xVc/L0F1/eif5tABrcLoktIA9Ky87iQkXvZtx8RISsvn8ycAjJy8kjJyiMlM5fkzFxiU7KITckiLTuPflcFMrpzMP3bBHIkNpVtJxLZE5OMm4vC19MNbw9X0nPySc7MJS4lm12nksgrELw9XMnIyaeRjwd39m3JlF4taFLf6+LxM3PyWXfoPH5e7lzTqiHvvjWbxx57jMmvLGZz4qX/7P7e7ni4uhCflk1ZX5BaBHjTp3UA/dsE0u+qQOp5uLLlWAK/HYnj9+hkTiWkk5SRi7urYmLP5swc2oYQ/3oXfw9v/XKU/605zLUdGvPnoW2YPn8HSik+nNqT8ylZ/HQglt9PJxPcwIuwRt64uriwZOdpUrLyaN/Ej6iE9Iu/f4B2TXy5pUco51Oy2X4yiX0xyeQVCF7uLoQ18uHguVR6hQXw31u70jzA++J2KVm57D51gV0nk4hKSOfMhUzOJmcR6OvJNWEN6RkWcDFupcDTzQUfTzd8PN3w83S77AOlQk6d0gk+NhZeeQX+/Gc9dNKW1q2D0aP12Puff4YqXnsSERLTcziVmMHppEwa+XjQv03Vymc7bXL//fQFrn9n42XLwhp507W5Py0DvPk6MobTiZm0CvRBKTgRn35xghcPVxdCG9YjOimTnPwCPNxc6BDsR9smfoQ18mbF72c4HJumW0+BPmw7kUjMhUwAGvl40OeqRnQI9sPf2wN/b3d8PNxwd3XBzVXRIsCbZv6Xf6KfiE/n4w0nWLzzNFm5BXRqVp/6Xu7U83DlfGoWe2NSAGjo7U5SxuU1w5s28KJj0/pk5eUTHXWcI+uWkuPdGPem7fFoHIZydSfAx4MgX0+Ox6eRm3/p31QpUOix3Lf3bsHDw9vSyPfybw8Jadn8fPA8IoK/twcNvT1o5OtBoK8n3h6ufL07hum3jicrK4t202fTKsiH5gHebD2eSHxaNl2b+3NTtxCuDvajTWNfVu07x39+PERqVp5u4Qnc3qcFEc39WbX3HGsPnScrt4Crg/3od1UgbZv4kp6tE/SxuHTWH4m72JKtCKXA19ON+l7uNKnvSXADL9xcXPjtSBwXiv0umwfUQ6FIz84jIycfbw9XGtRzp4G3O71aBTCyYzDdmvuz5XgCH6w/ztpDcSgFfVo1YmyXYA7FpvJN5BlSLfHVc3elY8MClv3tOgL63sw/n3+RnmENORKbxqHYVPLyC2hS34vG9b3wcnMhJ7+A7NwCGvq407tVoxJ/J6VJzshF0P82pflsy0me/WYvItCsgRcLpvehVaBPmftLy87jy22nWLX3HJ1DGjC8Q2PCQ/z5cd85Pt0Sxd6YFDzcXIgI9adnWEP6twmkR8uGeLq5sHRXDM+t2AdAm8a+ZOXmk5GTz+mkDER0YyCkYT2aNqhH0wZenLmQye+nk8kp0j1UXJP6nozqFMzozsF0a66PU6FvcGfOwL33wqpVerz5xx9D69blb1cZR47A6tX6G8KPP+r9//abnswbOJecxdJd0RQUCI18PWno7c65lCwOx6Zy9HwaBaL/Nn093UjJyiXmQiZnL2SRWaR7bFSnJrx/Z6n5uVxOm9wT03NYfySOzJx8MnN1C2z/mRT2RCdzLiWLiOb+/HnIVVzboQkuLoqMnDwOndO/9GNx6UTFp9M8oB4D2wZxTVgA9TwutfrzC4SlO6N546fD5OQX0LtVI3q1CqB36wDaN/GrfEvDIik9hy+2nWLL8QSycnXc9dxdGd6hCWM6B9OykQ8XMnI4eC6VhLQcujZvQGhD3ULauXMno0ePJjExkYIC/Z/F168+ny9cxPXjRgO6Nf1HTDJ7opPJyM4jJ78AEbihWzPaNK5aSyM3N5f69esz4qY76HbrwxyPTycqIZ3Wgb7cP/gq+rQOKPH7SErP4e21R8nMzeeBwVdd1sor/PcK8Ck9WeXlF/B7dDLH4tJoUM+dht4e+Hi6otDHUEon1Xoe+lFWd05ufgFbjyeyLSqRdk186dUqgMZ+XiXWu5IT8el8ExnDN5FnOBGfjpe7C2M7N+WWHqFk5eXz66E4Nh1L4Mhns8iKPUbM6dN2Kc3w3Z6zfLXjNC/e2Pni30tViAjRSZk0ru952bfgoqKTMnh11SGSMnLwcnfFy92Vq4J86NkygIgW/vh6ul22flZuPvvOJJOQloOg7//JyS8gLSuPtOxcdp28wLrD+gO/kJuLorGfJ91bNqRny4YEN/AiOimT6KRMPNxcmNgjlLZN/PTOPvkEHn0UsrLg9tv1z126VPl3AEBCArl//Rvu8+cBkBnSnIwhw0h8/O8Q3JS07Dy+2HqK5ZExlzWmCjX0dqdtYz/c3RRp2fmkZeXi6+VOiL8XTRvUI7RhPZo39KZ5gDfNA+rh7eFWYh8V4bTJ/UpSs3LxrcrXvWIKfz/V3U91rV27luuvv56AgADWrFmDp6cnW7Zs4YUXXuD48eOsXr2a/jaaDWbbtm307t2bxYsXc8stt9jkGLWdiHAsLo0gPy8a1HMv8f7ixYu59dZbWb16dYVKGBiXy8jJ47fDcRyPTycnr4CcvAJOJ2WyMyqRM8mXuj99Pd30+/kF9GoVwISuzQjxr0ez1DiavTcbn4Wf4ZKZSVb/QcQOH83RnoM4ExiCm6uL/mbtohAEEd3dqIts6Wsd7YP9aBfkg8vCBeQ98hhuKcl8eM0NLIgYw2n/kpO2e7m7MPmaFtw7oBWN63uSmK6vVTWu70mQr2eN5Iw6mdydycaNGxk+fDht2rThxx9/JCQk5OJ7sbGxDBo0iHPnzvHLL7/Qo0cPqx//jTfe4NFHHyUmJoZmzZpZff/OICsri6ZNmzJu3LhyZ3gyKifmQiZJ6TmENqxHg3ruJKbnsGRnNF9sO1XiWk+DzFRu+30Vt/zxM1clRgMQ5d+UP4LbsL9Jaw4EhXHKvykxDRqT7Xbpm6N3TiY37/2Ze3auoFXiGXY1a8/C+2Yx+Z6xBPh4kpieTVJ6Lrn5BeRbcma/qwLL/PZZU0xyd2AFBQX07NmThIQEdu/eTUBAQIl1Tp8+zcCBA0lLS2Pz5s20bdvWqjHceuutbNu2jaioKKvu19ncf//9fPrpp5w7d+6yOvCGbRQUCGeSM4lLzSYuNZvkzFxLi1xwdVG0uHCWsK2/4r9lPa579uB26uTFbUUpCoKCEFfdHeKSnIxLRjpn2nVh1YgptPrzNIZ0aGL3b+zlMcndgX3++efceeedfP7559x+++1lrnf06FH69OlDcHAwW7ZswdfX1yrHFxFCQ0MZMmQICxYssMo+ndXmzZvp168fH3/8MdOmTbN3OEZxFy7A3r1w4oR+REfrCTcAvLzgttugb99afWNScSa5O6jMzEzat29P48aN2bZtGy7lDPVas2YNo0ePZuLEiSxcuNAqrY6TJ08SFhbG22+/zcyZM6u9P2cmInTo0AFvb2927txZ61t9huO7UnI3k3XUYrNnz+b06dO89tpr5SZ2gBEjRvDiiy+yaNEiXn/9davEsGnTJgCbXax1Jkopnn76aXbv3s2KFSvsHY5Rx5mWey0VFxdHmzZtGDx4cKUShYhw8803s2LFCr799ltGjx5drTgefPBB5s+fT1JSEm5uVRuuVZfk5eXRsWNHfHx82LVrl2m9GzZlWu4O6NVXXyUtLa3SU7kppZg3bx5dunThpptuYuPGjeVvdAWbNm2id+/eJrFXkJubG//4xz+IjIxk+fLl9g7HqMNMcq+F4uLiePfdd7ntttvo0KFDpbevX78+q1atIjQ0lHHjxhEZGVmlOA4dOsTu3bsZPnx4lbavq6ZMmUK7du147rnnLt5sZhg1zST3Wuj1118nMzOTZ555psr7aNKkCT/99BP169dn1KhR7N27t9L7ePvtt/Hw8OCee+6pchx1UWHrfc+ePXz99dflb2AYNuDQfe779u1jwoQJBAYGEhQURHBwMJMnT2b48OEO29eZmJhIWFgYY8eO5csvv6z2/g4dOsTQoUNJT0/nq6++YtSoURXaLjk5mdDQUG6++WYzT2gV5Ofn06VLF5KSkti0aROtWrWyd0iGE3LaPncPDw/69OlDgwYNOHPmDMuWLWPEiBH06NGDhQsXOuTclm+++SapqanMmjXLKvtr3749W7duJSwsjHHjxvHee+9VaLtPPvmEtLQ0HnroIavEUde4urqyZMkSsrOzGTVqFPHx8fYOyahrdG0F+z569Ogh1pCVlSUffvihtG/fXgDp0aOH7Nixwyr7rgkXLlyQBg0ayE033WT1faekpMjYsWMFkAceeECysrLKXDcvL09at24t/fv3t3ocdc2GDRvEy8tLevfuLWlpafYOx3AywA4pI6/aPbGLFZN7ofz8fPniiy8kODhYXFxc5MEHH5SkpCSrHsMWnnnmGQFk165dNtl/bm6u/O1vfxNAevfuLadOnSp1vZUrVwogX331lU3iqGu+/vprcXFxkT59+khkZKS9wzGcSJ1L7oUuXLggDz30kCilJCgoSObOnSt5eXk2OVZ1HThwQNzd3eXOO++0+bGWLFkifn5+EhgYKJ999tllv5Pk5GQZOHCghIaGSk5Ojs1jqSu+/PJLadSokbi4uMif//xniY+Pt3dIhhOos8m90K5du2TgwIECSEREhCxbtkxyc3NteszKKCgokMGDB0vDhg0lNja2Ro558OBB6datmwDSqVMn+eKLL+SJJ56Q+vXrCyBvv/12jcRRlyQmJsqDDz4oLi4u4ufnJ3/7298kJibG3mEZDuxKyd2hR8tUhoiwePFinnzySaKiomjWrBn33Xcfo0aNolOnTjRo0OCydWNjYzl06BCHDx8mJiaG+Ph44uPj8fT0pHnz5oSGhhIREUGvXr0qVBrgSj799FOmTp3K3LlzmT59enVPtcIKCgpYvHgxzz77LIcPH8bFxYVbbrmFxx9/nJ49qzYzjFG+vXv38tJLL7Fo0SLc3NyYNm0azz33HMHBJWuGG8aVXGm0jN1b7VIDLfeicnNzZcWKFTJ27FhRSgnoyWFCQkKkVatWEhgYKJ6enheXFz4aNmwobdu2lRYtWoirq+vF5U2aNJHp06fLTz/9JAUFBZWOJyEhQQIDA6Vv376Sn59vgzMuX25urnz//fdy9OhRuxy/rjp27Jg88MAD4ubmJr6+vvLCCy9Ienq6vcMybCg1NVW2b98u+/fvt0rvAablXrozZ86wa9cu9u3bx/79+ykoKMDPzw8/Pz9CQ0Np37497dq1IzQ09LLb7/Pz8zl79izr169n+fLl/PDDD6SmptKhQwceeugh7rzzzgqV3I2Pj+eGG25gy5Yt7Nq1i/DwcFuerlFLHTlyhKeeeoply5YRGhrKq6++yuTJk6t8r4aIkJeXh7t7yRmjjMo5ffo0hw4d4vjx48TExNCiRQvCw8Pp1KkT3t7lT2eYnp7Ot99+y5IlS9i+fTsnT16qKe/p6UmnTp245ZZbePrpp6sUnyn5a2NZWVksXryYN998k507d9KgQQOmTZvGzJkzadOmTanbHDlyhLFjx3L69Gk+++wzJk6cWMNRG7XN+vXreeSRR9i1axf9+/fnv//9L7169bpiks/Ly2PLli2sWrWKTZs2ER0dTUxMDBkZGQQFBdGiRQtat27N4MGDGTFiBG3btnXYG/xqSnZ2NkuXLmXOnDls2LCh1HVcXFzo0aMHw4cPZ9iwYYSFhdGgQQN8fX3Zt28fGzduZP369axatYqMjAyaNm3K4MGD6dSpEx07diQtLY09e/bwxx9/0LNnT1588cUqxWqSew0REbZs2cJbb73F4sWLyc/PZ8iQIVx77bUMGzaM0NBQ9u/fz549e3j55ZcBWLFiBf369bNz5EZtkZ+fz7x58/j73//O+fPnCQ8P5+6772b8+PF4e3vj7u5OXFwca9eu5ZdffmHt2rVcuHABV1dXunfvTlhYGCEhIfj7+3PmzBlOnTrFgQMHLrYYW7Rowfjx47nhhhsYPHgwHh72nSauNklKSuKdd97hrbfe4vz587Ru3ZoZM2bQu3dvWrduTdOmTTl58iR//PEHu3btYt26dWzZsoW8vLxS99eyZUvGjh3LpEmTGDBggE0mTjfJ3Q7OnDnD+++/z9dff80ff/xR4v3w8HCWLl1aZsveqNtSUlJYsGAB8+bNY9u2baWuExYWxrBhwxgzZgzXXnst/v7+Ze7v2LFjrFmzhlWrVrF69WoyMzOpX78+AwYMYODAgQwYMIB27doRFBRUoZZ9Xl4e6enppKWlkZaWRmZmJjk5OeTk5ODq6oqnpydeXl40bNiQwMDAanURFfYhV3fgQlkOHDjARx99xPvvv09aWhpjx47lL3/5CyNGjCj3mKmpqWzatInY2FhSUlJISUmhTZs29O/f/7K5jm3FLsldKTUaeBNwBT4UkZfLWtcZk3tRcXFxrFu3jvPnz9OpUyc6d+5MYGCgvcMyHMT+/fvZunUreXl55OXl4e3tzaBBg6pcryYjI4OffvqJ7777jt9++42DBw9efM/T05OQkBC8vb1xc3PD1dWV3NxcsrKyyMzMJCMjg7S0NLKzsyt1zICAAJo0aUKTJk0IDg6mQYMGeHl54eXlRX5+PmlpaaSmpnLhwgUSEhJISEggOTmZjIwMMjIyKCgowM3NDQ8PD7y9vQkMDCQwMJDGjRsTEhJCaGjoZY9mzZrh5eVVIg6xjITbv38/W7ZsYdGiRezZswcXFxcmT57Mk08+6VDXvmo8uSulXIHDwAggGtgOTBGR/aWt7+zJ3TBqs7i4OLZu3UpUVBSnTp0iOjqa7Ozsix8mHh4eeHl54enpiY+PD76+vhef/fz88PHxoV69enh4eODh4UFBQQFZWVlkZWWRlJTE+fPniY2N5fz585w7d45z586Rmpp68QPDzc0NX19ffH19adCgAY0aNaJRo0b4+/vj4+ODt7f3xQ+ZnJwc0tLSSEhIID4+nnPnzhETE0NKSkqJ8yr85uDn50deXh65ubkXP0AK9evXj8mTJ3PLLbfQtGnTGvytW8eVkrutZmDoBRwVkeOWAL4ErgdKTe6GYdhPUFAQ48ePt3cY1ZKSknLxYnJMTAxnzpwhKSmJpKQkUlNTcXd3x93dHR8fH9q3b0/Hjh3p3LkzTZo0sXfoNmOr5B4CnC7yOhroXXQFpdQMYAboizyGYRhVVb9+fTp27EjHjh3tHUqtYauSv6Vdkbms/0dE5opITxHpGRQUZKMwDMMw6iZbJfdooHmR16HAGRsdyzAMwyjGVsl9O9BWKdVKKeUBTAZW2OhYhmEYRjE26XMXkTyl1IPAj+ihkB+LyD5bHMswDMMoyVYXVBGR74HvbbV/wzAMo2wOPYeqYRiGUTqT3A3DMJyQSe6GYRhOqFYUDlNKxQEny12xbIFAvJXCcQR17XzBnHNdYc65clqKSKk3CtWK5F5dSqkdZdVXcEZ17XzBnHNdYc7Zeky3jGEYhhMyyd0wDMMJOUtyn2vvAGpYXTtfMOdcV5hzthKn6HM3DMMwLucsLXfDMAyjCJPcDcMwnJBDJ3el1Gil1CGl1FGl1FP2jscWlFLNlVJrlVIHlFL7lFIPW5YHKKXWKKWOWJ4b2jtWa1JKuSqldiulvrW8durzBVBK+SulliilDlr+vfs683krpR61/E3vVUotVEp5Odv5KqU+VkqdV0rtLbKszHNUSj1tyWeHlFKjqnNsh03ulnla3wHGAB2BKUopZ5yGJQ/4q4h0APoAMy3n+RTws4i0BX62vHYmDwMHirx29vMFPaH8KhG5GuiKPn+nPG+lVAjwF6CniHRGV4+djPOd7zxgdLFlpZ6j5f/1ZKCTZZt3LXmuShw2uVNknlYRyQEK52l1KiJyVkR2WX5ORf+HD0Gf63zLavOBG+wSoA0opUKBccCHRRY77fkCKKXqA4OAjwBEJEdELuDc5+0G1FNKuQHe6Al9nOp8ReQ3ILHY4rLO8XrgSxHJFpETwFF0nqsSR07upc3TGmKnWGqEUioM6AZsBZqIyFnQHwBAYzuGZm1vAE8ABUWWOfP5ArQG4oBPLN1RHyqlfHDS8xaRGOA14BRwFkgWkdU46fkWU9Y5WjWnOXJyL3eeVmeilPIFlgKPiEiKveOxFaXUeOC8iOy0dyw1zA3oDswRkW5AOo7fJVEmSz/z9UAroBngo5S6w75R2Z1Vc5ojJ/c6M0+rUsodndgXiMgyy+JYpVRTy/tNgfP2is/K+gMTlFJR6K62YUqpz3He8y0UDUSLyFbL6yXoZO+s530tcEJE4kQkF1gG9MN5z7eoss7RqjnNkZN7nZinVSml0P2wB0Tkf0XeWgFMtfw8FfimpmOzBRF5WkRCRSQM/W/6i4jcgZOebyEROQecVkq1tywaDuzHec/7FNBHKeVt+Rsfjr6e5KznW1RZ57gCmKyU8lRKtQLaAtuqfBQRcdgHMBY4DBwDnrF3PDY6xwHor2Z7gEjLYyzQCH2l/YjlOcDesdrg3IcA31p+rgvnGwHssPxbLwcaOvN5A/8CDgJ7gc8AT2c7X2Ah+ppCLrplfu+VzhF4xpLPDgFjqnNsU37AMAzDCTlyt4xhGIZRBpPcDcMwnJBJ7oZhGE7IJHfDMAwnZJK7YRiGEzLJ3TAMwwmZ5G4YhuGE/h9WAytOj8kD0gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zc+u0L9GEHMNKN2hogKbWvbsZZ0bq3V2SJPcaKKX44osvWLp0KdHR0QwbNow5c+bw5JNPnrDuQw89RHx8PAMGDODee+9l4cKFAMycOZPMzExiYmJ47bXX6NGjxymP+5///Ie5c+cycuRIWtSxy/mdd97Ja6+9xumnn056lUmNzzrrLBISEo65oSpcyMqV0KMHtGpldSS1Z7OZi5E0h3RJqrrqhKYWGxurK1p4VNi2bRu9e/e2KCJRQf4OTUBraNcOzj3X/SbCePBBePRRM3VfUJDV0TQ7Sqm1WuvY6t6TkrsQVqvo6VlRh+1ORowwE3ccVzgT1pPkLoTVKurb3elmaoWKQc0qzkG4DEnuQlht1Soz92m/flZHUnetWkH//vDTT1ZHIo4jyV0Iq61caUrA7toRqGIiEGmN5VIkuQthpYIC2LjRPatkKkycaIZN+PVXqyMRVUhyF8JK8fFQVubeyX3UKFOttHix1ZGIKiS518Gphsn94osvSEhIaMKIhNur6ADkTp2XjufnB2PHwvffm2adwiVIcnciSe6izlauNJNyuPtsZBMnwr59sHOn1ZEIB0nup/DYY4/Rs2dPzjnnHLZv3w7Am2++ydChQxk4cCAzZ86koKCAFStW8NVXX3HXXXcRExPD7t27q11PiEpam5K7O7ZvP55jrgGpmnEdbjFw2G233XbK4XPrKiYmhhdOMSDZ2rVr+fDDD1m/fj1lZWUMHjyYIUOGMGPGDK699loA/v3vf/P2229z8803M3XqVCZPnswFjomIQ0NDq11PCAAOHjTT6nlCcu/a1Qyf8P33cMstVkcjcJPkbpU//viD6dOnExAQAMDUqVMB2LJlC//+97/JysoiLy+vcoak49V2PdFMVdS3e0JyB1M1M38+FBZCHcdEEs7nFsn9VCXsxlTd8LtXXnklX3zxBQMHDmTBggX89ttv1W5b2/VEM7VqFfj7mxmNPMG558JLL8Hvv/9VTSMsI3XuNTjzzDP5/PPPKSwsJDc3l6+//hqA3NxcIiMjKS0tPWZI3uOH1T3ZekIAJrnHxoKnzH41erS5WH3vtjNrehRJ7jUYPHgwF198MTExMcycOZMzzjgDgP/7v/9j+PDhjBs3jl69elWuP2vWLJ5++mkGDRrE7t27T7qeEBQXw7p1nlMlA6YqZvRo+OEHqyMRyJC/4hTk79BIVq82bds/+QRmzrQ6Gud5/nm4/XbTLLJLF6uj8Xgy5K8QrsbTbqZWmDjRPEvp3XKS3IWwwqpV0LEjdOhgdSTO1asXdO4s7d1dgEsnd1eoMmrO5PffiDyl89LxlDKl959+MoOJCcu4bHL39/cnIyNDEoxFtNZkZGTg7+9vdSieJzXVzL7kickdTDPI3FyZONtiLtvOvWPHjiQlJZGWlmZ1KM2Wv78/HTt2tDoMz1MxobQ7DxZWk7Fjzdj0ixeDo4WZaHoum9x9fHyIjo62OgwhnG/VKvD2hsGDrY6kcbRsCaefbpL7Y49ZHU2z5bLVMkJ4JK3hxx8hJgYcw1p4pAkTTDv+1FSrI2m2TpnclVKdlFK/KqW2KaW2KqVudSwPV0otUUrtdDyHVdnmPqXULqXUdqWU9EMWosLKlbB2LVx1ldWRNK6KJpFLllgbRzNWm5J7GXCH1ro3MAKYq5TqA9wL/Ky17g787HiN471ZQF9gIvCqUspNJ4cUwsleeAFCQ+GKK6yOpHENGgQREfDVV1ZH0mydMrlrrZO11uscP+cC24AOwDRgoWO1hcD5jp+nAR9qrYu11nuBXcAwJ8cthPs5cAA++wyuvdZMS+fJbDa46CL4+mvIzrY6mmapTnXuSqkoYBDwJ9BWa50M5gIARDhW6wAcrLJZkmPZ8fu6TikVr5SKlxYxolmYN88833STtXE0ldmzoajIXNBEk6t1cldKBQGfArdprXNqWrWaZSc0Vtdaz9dax2qtY9u4+xRjQpxKfr4Z63zGDNODszkYNsxMIfjf/1odSbNUq+SulPLBJPb3tdYVl+FUpVSk4/1I4IhjeRLQqcrmHYHDzglXCDf17ruQlQW33WZ1JE1HKVN6/+03M+uUaFK1aS2jgLeBbVrr56q89RUwx/HzHODLKstnKaX8lFLRQHdgtfNCFsLN2O3w4otm7PaRI62OpmnNnm2afy5aZHUkzU5tSu6jgMuBs5VSGxyPScATwDil1E5gnOM1WuutwMdAArAYmKu1Lm+U6IVwB999B9u3m6Fwq5nZy6Oddpq5oL33ntWRNDsuO567EB7jrLNg927z8JRZl+ri1Vdh7lzYuNFzphR0ETKeuxBWWbfO1DnfckvzTOxgmkR6e8uN1SYmyV2IxvTccxAUBNdcY3Uk1mnd2kye/cEHUC41tE1FkrsQjSUpCT76yCT20FCro7HW5ZfD4cPw669WR9JsSHIXorE8/7xpKXPLLVZHYr0pUyAkRKpmmpAkdyGcraTEJPTnnoNLLwUZuhr8/eHCC01v1fx8q6NpFiS5C+FM+/ebCSpefhn+8Q94+22rI3Idl18OeXnw5ZenXlc0mCR3IZwlNxfOPBMSE+HTT03J3dfX6qhcxxlnmKEXpM17k5DkLoSz3H+/6Wb//fdmDBlxLJsNLrvMTFYik3g0OknuQjjDmjWmKubGG80Uc6J6s2eb5pAyHEGjk+QuREOVlpox2tu2hccftzoa19anDwwZAgsXnnpd0SCS3IVoqBdeMF3rX3nFTA4tanbllbBhg3mIRiPJXYiGOHIEHn4Ypk6F6dOtjsY9XHqpudH8n/9YHYlHk+QuREM8/riZbejpp5vfiI/1FR4O559vWs0UF1sdjceS5C5Efe3fD6+9ZqoZevSwOhr38re/QWammWNVNApJ7kLU1yOPmOcHH7Q2Dnc0bhx06CBVM41IkrsQ9bF9OyxYAH//O3TqdMrVxXG8vGDOHFi8GA4dsjoajyTJXYj6uP9+CAiAf/7T6kjc15VXmoHVZDCxRiHJXYi62r8fPvkEbr4Z2rSxOhr31b27GZLg7bfNPKvCqSS5C1FXFfXE111nbRye4OqrYdcu+OMPqyPxOJLchaiL8nJ45x1zQzAqyupo3N8FF5hx3t96y+pIPI4kdyHqYskSMzhYc542z5kCA+GSS0w1V1aW1dF4FEnuQtTFW2+ZOUGnTbM6Es9xzTVQWCiDiTmZJHchauvIETPRxJw5Mk67Mw0ZAgMHStWMk0lyF6K23n0XysrMTUDhPEqZ3+m6dbB+vdXReAxJ7kLURkEBvPEGjBoFvXtbHY3nuewy8POTaQmdSJK7EKdSWgoXXwy7d0unpcYSHm5G1fzgAzPBuGgwSe5C1ERr0579m29g3jyYNMnqiDzX5ZfD0aNmmkLRYJLchajJffeZMWQeeshMoScaz/jxpsevDEfgFKdM7kqpd5RSR5RSW6ose0gpdUgptcHxmFTlvfuUUruUUtuVUhMaK3AhGt3hw/Dkk3DVVfDAA1ZH4/m8vU2b96+/ljbvTlCbkvsCYGI1y5/XWsc4Ht8BKKX6ALOAvo5tXlVKeTkrWCGa1M8/m+ebb5aJOJrK7Nmmzv2TT6yOxO2dMrlrrX8HMmu5v2nAh1rrYq31XmAXMKwB8QlhnZ9+Mh2WBgywOpLmIzYWevY0szSJBmlInftNSqlNjmqbMMeyDsDBKuskOZadQCl1nVIqXikVn5aW1oAwhGgEWpvkPnYs2OTWVJNRypTely41o2+Keqvvf+1rwGlADJAMPOtYXt1312rH8tRaz9dax2qtY9vIsKnC1SQmmjr3c86xOpLm57LLzPMHH1gbh5urV3LXWqdqrcu11nbgTf6qekkCqk5L0xE43LAQhbDATz+ZZ0nuTS862nQW++gjqyNxa/VK7kqpyCovpwMVLWm+AmYppfyUUtFAd2B1w0IUwgI//QSnnSbD+lplwgTYtMm0exf14n2qFZRSi4AxQGulVBLwIDBGKRWDqXLZB1wPoLXeqpT6GEgAyoC5WuvyRolciMZSVga//gqXXmp1JM1XXJy577FypXQcq6dTJnet9SXVLD7pABBa68eAxxoSlBCWWrMGcnOlSsZKw4aZdu/LlklyrydpBiDE8X76ybTaOOssqyNpvgIDYfBgk9xFvUhyF+J4P/0EgwZBq1ZWR9K8xcXB6tVQXGx1JG5JkrsQVRUUmHresWOtjkTExZnEvnat1ZG4JUnuQlS1YYMZ4jcuzupIxKhR5lmqZupFkrsQVa1bZ54HD7Y2DgEREdCjhyT3epLkLkRV69aZYWc7VDtqhmhqcXGwfDnY7VZH4nYkuQtR1bp1ptQuo0C6hrg4yMw0w0GIOpHkLkSFoiLYulWqZFxJxb0PqZqpM0nuQlTYssX0TpXk7jq6dTN175Lc60ySuxAV5Gaq61HKtJpZvtzqSNyOJHchKqxbBy1bmlEJhesYOhT27JFBxOpIkrsQFeRmqmsaMsQ8V3yzErUiyV0IMB2XNm2SKhlXVJHcpadqnUhyFwJg2zbT1V2Su+tp1Qq6dJGSex1JchcC/kocFaVE4VoGD5aSex1JchcCTHIPCoLu3a2ORFRnyBDYtQuys62OxG2ccrIOIerEbgdbA8oMu3fDd9+ZR2KiaePcrh306wf/+hcEBDgv1qrWrYOYmIbFLhpPxTeq9ethzBhLQ3EX8p8s6q6w0LQ7Xr4cUlLMdGhbt8Ltt5tk3KsXrFhRu339+ivMnWsmxoiIMJ1WbrnFNH0bMQJCQ2HvXvh//w/OOAMOHnT++ZSXm9Egpb7ddVX8baRqptak5C5qZ9Mm+OADk4zXrTM9OSu0aGESvo8PTJ0K8fGm2/gdd8BNN8GhQ7Bvn2liOHCgGelv2za45x74/nsIDjYl86lTzSQZEyaYJF/Vt9+aOU1jY+Gzz/4aDtYZEhMhP1+SuyuLiICOHSW514Ekd3FyWsMbb8Crr8LmzWZOy9NPN0l75EiTzPfsMVUpnTrB5ZebERVzc+Guu+CZZ8zjeP7+pmVKy5bm/blzzbKanHcerFoF06bB2WebC0zfvs45z4pvGaef7pz9icYxZIi0mKkDSe6ienY73HYbvPyy6SE4bx5cdBG0bn3qbYOD4fXX4bLLzHgtUVHmUVoKGzeaetPgYLj1VggPr31MvXubMUb69IFrrjE/e3nV8wSrWLHCnNfx3xaEaxkyBL76yhQegoOtjsblSXIXJyovN8lzwQL4xz/g2Wfr12vzjDPMo6oBA0wJv74iIuCFF8w+XnvNVPs01IoVptQuPVNd2+DB5tvk+vVw5plWR+Py5Iaq+EtZmZkceupUk9gfeqj+ib0xXXaZqZe/776G32BNS4MdO5xbhy8ah/RUrRMpuTdnhYWmLn3tWjPL/DffQHo6BAaa0vGtt1odYfWUMqX2fv3g7383X9XrewFaudI8S32762vXDtq3l3r3WpLk3hxlZMDTT8Mrr5hWImDqvidMgAsvhIkTTQsYVxYdDf/3f+bm7hdfwPTp9dvPihXmxrD0THUPQ4ZIyb2WpFqmObHb4ZFHTGJ86imYMgU+/dQ0U0xPN00dp093/cRe4ZZboH9/c+O3oKB++1ixwtTluss5N3dDh5qmq9JT9ZQkuTcnzzwDDz4I55xj2q0vWgQzZphBmVytXr02vL1NK54DB+Dxx+u+fUkJrFkjVTLuZMQIc1P1zz+tjsTlSXJvLlavNt33L7jAlNb79bM6Iuc44wyYPdtUM+3cWbdtN2ww86bKzVT3MXy4KYhU3CsRJ3XK5K6UekcpdUQptaXKsnCl1BKl1E7Hc1iV9+5TSu1SSm1XSk1orMBFHeTkwCWXmJtR8+e7Zym9Jk8/bTpB3XyzKdXVVsXUbSNHNk5cwvlCQkznNUnup1SbkvsCYOJxy+4FftZadwd+drxGKdUHmAX0dWzzqlLKCb1MRL1pbXqA7ttn6tTDwk65idtp187cS/jhBzMGTW2tWGE6V7Vv32ihiUYwcqTprWy3Wx2JSztlctda/w5kHrd4GrDQ8fNC4Pwqyz/UWhdrrfcCu4BhzglV1FlFL9P33oMHHvDs6oebbzZjz/zrX+bbSRX5FS2CqtL6r85Lwr2MHGluqCYmWh2JS6tvnXtbrXUygOM5wrG8A1C1V0mSY5loakVFMGsWvPSSGa3x/vutjqhx2Wym49W558INN8AnnwDwzjvvEBYWxnfffXfs+mvWwOHDktzdUUU12qpV1sbh4px9Q7W6ytxqK0GVUtcppeKVUvFpaWlODqOZKyw0Se5//zMtZJ59tnmMU+7jY5L66afDpZey/O67ueGGGygtLeW+++7DXvE1PivLXPg6djTPwr306GGqF6XevUb1/cSnKqUiARzPRxzLk4BOVdbrCByubgda6/la61itdWybNm3qGYao1pNPwm+/wbvvmk4+zUlAAHz9NQdHjGDG00/Txc+Pec8+y6ZNm/j4449Ndczf/maGLfj4YzM/p3AvNptpNSPJvUb1Te5fAXMcP88BvqyyfJZSyk8pFQ10B1Y3LERRJ/v3m+R+8cUNG6DLjRX6+3N+fj6Ffn58lZ/PDfPm0T8iggfuvJOyRx81PVqfekpaybizkSMhIUE6M9WgNk0hFwErgZ5KqSSl1NXAE8A4pdROYJzjNVrrrcDHQAKwGJirtS5vrOBFNe6+2zR1fOopqyOxzOeff866detY8MEH9P7tN2xhYTyalsbOQ4dY+MADpuPWbbdZHaZoiJEjpTPTKZxybBmt9SUneWvsSdZ/DHisIUGJelq61FQ1PPQQdO5sdTSW+e2332jZsiXTpk0z473HxzMlO5vhI0bwcEoKl732Gv6e1ta/uanamWn8eKujcUnN4C5bM1FebkZx7NzZzILUjC1dupQzzjgDryoTeaiWLXnkxRc5mJXF10uXWhidcArpzHRKktw9xVtvmVmOnn7a3FRsppKTk9mxYwdnVjOZw9lnn01gYCB//PGHBZEJp6vozFR1Pl9RSZK7Jzh61HTeGT3aDNnbjP3+++8AjB49+oT3vL29GTFihCR3T3HOOeaG6mpps1EdSe6e4MEHTYJ/8UXPGzemjpYuXUpQUBCDBw+u9v24uDg2bdpEtrSycH/jxplmkcd3UBOAJHf3t2ULvPoqXH89DBxodTSWW7p0KaNGjcLbu/q2AnFxcdjtdlZJ70b3FxZmOqxJcq+WJHd3prW5iRoSYmYlaubS0tJISEiotkqmwogRI/Dy8mLZsmVNGJloNJMmmQmzk5OtjsTlSHJ3Zx99BL/8YhK79LSsrEuvKbkHBQUxaNAgSe6eYtIk87x4sbVxuCBJ7u4qLc2MhDh0qKmSESxdupQWLVoQGxtb43pxcXGsWrWKkpKSJopMNJoBA8yQzVI1cwJJ7u7qlltMS4F33jHTzQmWLl3K6aefjq+vb43rxcXFUVRUxLp165ooMtFolDKD5P34I5SWWh2NS5Hk7o6++AI+/NCM0e4p0+U10NGjR9m0aVONVTIVRjnGtZeqGQ8xaZKZbUw6NB1Dkru7OXoUbrwRYmLgnnusjsZlLF++HK11tZ2XjteuXTu6desmyd1TnHOO+fYqVTPHkOTubp58ElJTTXWMj4/V0biMDRs2AJy0ffvx4uLiWLZsGbouc64K1xQSYiZKl+R+DEnu7iQ9HV55xUwwMWiQ1dG4lM2bNxMdHU1wcHCt1o+LiyMjI4NEmarNM0yeDJs3y9R7VUhydyfPPw8FBWaoAXGMzZs3M2DAgFqvX1HvvlLqaT3DpZeaEUAXLjz1us2EJHd3kZkJL78MF1xgRsMTlYqKitixYwf9+/ev9TY9evQgKCiI9evXN2Jkosm0a2dazbz7rhkhVUhydxsvvAC5uZ4/0XU9bNu2jfLy8jold5vNRkxMjDSH9CRXXmkmPf/pJ6sjcQmS3N1BVpYZFGzGDKhDAmsuNm/eDFCn5A4waNAgNm7cSLmU9DzD5MkQHg4LFlgdiUuQ5O4Onn7atOOVUnu1Nm/ejJ+fH927d6/TdoMGDSI/P59du3Y1UmSiSfn5mbr3zz83BaJmTpK7q0tKgueeg0suMW3bxQk2b95M7969TzoS5MlUNJuUqhkPcuWVUFxsOvk1c5LcXd3994PdDo8/bnUkLmvz5s11rpIB6NOnD76+vnJT1ZMMHmyqLqVqRpK7S9u40TTtuuUWiIqyOhqXlJmZyeHDh+uV3H18fOjfv7+U3D2JUnDVVfDnn+bRjElyd2V33QWhofDPf1odicuquJlalzbuVQ0aNIj169dLT1VPcvXV5sZqM5/jQJK7q/r+e1iyxAwOFhZmdTQuq74tZSoMHjyYzMxMDh486MywhJWCg+GOO+Dbb6EZfyuT5O6K8vNh7lzo0cMMEiZOatOmTYSHhxMZGVmv7Qc5hnGQqhkPc9NN5ltvMy69S3J3RQ89BHv3wptvmuZd4qQqbqaqek4MPmDAAGw2m9xU9TQhIfCPf5jhsTdutDoaS0hydzXr1pmmj9deC7UYvrY5s9vtbNmypd5VMgABAQH06tVLSu6e6JZbTJJ/9FGrI7GEJHdXUlYG11wDERHw1FNWR+Py9u/fT15eXoOSO5h6dym5e6DQUDOB/CefwIoVVkfT5CS5u5IXXzQzub/8svnHFDVq6M3UCoMGDeLQoUMcOXLEGWEJV3L33dC5s2lBU1RkdTRNSpK7q9i3z7SMmTIFZs60Ohq3UJHc+zVwqsGKm6pSevdAQUHm3lViYrOrnmlQcldK7VNKbVZKbVBKxTuWhSulliildjqepR3fqWhtWsXYbDBvnumIIU6prhN0nExFcl+7dq0zwhKuZvx4MyzBk0+CY8au5sAZJfeztNYxWutYx+t7gZ+11t2Bnx2vRU0++ggWLzYli06drI7GbWzatKnBVTIAoaGh9OzZk9WrVzshKuGSnn0WWrUy1TMlJVZH85fycjMBTyNojGqZaUDFdCgLgfMb4Rie4+hRc9MnNta0zRW1UlxczI4dO+rdM/V4Q4cOleTuycLD4bXXTGu0668335abUl4elJYeu2z1ahg+HO68s1EO2dDkroEflVJrlVLXOZa11VonAzieI6rbUCl1nVIqXikVn5aW1sAw3FBZGfznP2ago4wMUy/o5WV1VG6jPhN01GTYsGEkJydz6NAhp+xPuKDp000fkgUL4LHHmu64BQXQs6eZLeq66+CHH8wFZsQIM7nI6NGNc1ytdb0fQHvHcwSwETgTyDpunaOn2s+QIUN0s7J6tdbdu2sNWsfGav3zz1ZH5HYWLlyoAZ2QkOCU/a1atUoD+rPPPnPK/oSLstu1nj3bfPbef79pjvnSS+Z4kydrHRhofvby0vr227XOzm7QroF4fZK8WrcBsE+8MBx2PB9RSn0ODANSlVKRWutkpVQkIO3Ljnf77WbKvC++gKlT5QZqPdR3go6TGThwIN7e3qxevZrp06c7ZZ/CBSkFb70FBw7A3/4Gvr5mXuLGUlpq6vtHjYKvvzal+J9/hm7doHfvxjsuDaiWUUoFKqWCK34GxgNbgK+AOY7V5gBfNjRIj7J1KyxbZgY2mjZNEns9bd68mT59+tR5go6T8ff3Z+DAgaxZs8Yp+xMuzM/PzNY0ZAhcdBE880zj1cF/9BHs3w/33GNeBwSY5s6NnNihYXXubYFlSqmNwGrgW631YuAJYJxSaicwzvFaVHjjDVNauPJKqyNxa/WdoKMmw4YNY82aNdjtdqfuV7ig8HBTgr7gAjO09ty5zm9Fo7Vpftm3L5x3nnP3XQv1Tu5a6z1a64GOR1+t9WOO5Rla67Fa6+6O50znhevm8vPh3XfhwguhdWuro3FbGRkZ9Z6goybDhg0jJyeHHTt2OHW/wkW1aGGm47v7btOSZtAgWL7cefv/7jvYssWU2m1N319Ueqg2pY8+guxsuOEGqyNxaw2doONkhg4dCiBNIpsTm82Urr/91jRXjIszHQpTUhq2X63N1JidO8OsWc6JtY4kuTel11+HPn3MzRVRb84aU+Z4vXr1IigoSOrdm6NJk8z9sH/8A+bPhy5dzMis27fXb38vv2wGK/vXv8DHx7mx1pIk96aybh2sWWNK7XITtUE2bdpEq1ataNeunVP36+XlRWxsrJTcm6ugIDPc9vbtpifre+9Br16mPfpTT8HOnbXbz7p1ph5/yhRzgbCIJPem8sorpo7v8sutjsTtNXSCjpoMGzaMDRs2UFxc7PR9CzfRrRu8+qpp5fL446bD4T33mJnROnY098yeew5+/NFMqlNe/te2ublw8cXQpo3ppGhhQc457chEzQ4cgP/+19TlyVC+DVIxQcfVV1/dKPsfOnQoJSUlbNq0qbIOXjRTERFw333msX+/aae+fDmsXGnGiK/g62suCD17mt7me/bAr7+asWwsJMm9KTz1lLmC33WX1ZG4vX379pGfn+/0+vYKw4YNA2DVqlWS3MVfunQxYz9VjP+Ummqqb3bs+Ot52zaT2B991CVmUZPk3tiSk02PuDlzLBnxUWvNoaxCIlu2wMvWeF8R7XbNL4lHeGf5Xvy8bdw+rif9O7Z0+nE2bdoENOxmalm5nX0ZBRzMLGBYdDiBfn99DDp37sxpp53Gjz/+yM0339zgeKvSWrNqTybvrdpPak4R3SKC6BYRxIiurejX4a/fVbld89Gag+w6ksfMIR3o2968Z7dr1uzLZO2Bo+QWlZFXVIa/j41LhnWma5ugE46XW1TKlkM5HMoqJK5ba9q19K98LzElhzV7M5nQtx0RIf7HHHvdgaN0jwgiNMDXqedfHdNVHmyN+L/ZKNq2NY/jk7jWJ1TFaK3Zk55PuxD/Y/7X7HbNq7/tolN4ANNiOjg9REnuQFFpOX/sTOe0NoHVfkga5NlnTRfke6sf+bjcrknOLsTP24tAPy9a+HidtC5Za03S0UL2pufTKTyAzuEB1Sbs4rJyfk1M49fEI/y6/QhHcotpG+LHtJgOTOzXjtTsIv7cm8n6g1nkF5dht2s00Ck8gH7tQ+jTPsQRVxEp2UWEBvhwWhuTiMrtmsNZhRzOKiS/pBy7XVNq13y/OZmdR/LoENqCwtJypryyjCkD2zOhb1uSs4pIOlpAsL8PkwdG0qtdyAkx2+2aXWl5ZBeW0r9DS/x9/hpE7VBWIXvS8mgV6MeylX/i5eV10gk6CkrKWLc/ix2pufRoG0xM51CC/LzZdSSX7zan8PO2VBJTcikuMx2VWgf5cuvY7swa1hkfL3MLasKECfxnwQKWJhwmrdBOaAsfoloH0jk8gMz8EhJTcth1JI9BnUMZ0iW88ti5RaW8+fsejhaU0r1tEN0jgvGyKZKOFnAws5DvNiezPTWX0AAfekQEsyQhlQ/XHATg7F4R/OOcHths8M/Pt7DxYBZeNsU7y/cyNCqMvu1b8sPWFJKzzWxC3jZFsL83+cXlvLVsLxP6tOP8Qe05mFnIlsPZbDmUzZ70/MqOl0rBsKhwhkWH8/O2IyQk5wDw/75PZO5Z3bhqVDQ/bUvlhZ92sDstHx8vxegeEUweEIm/j42M/BJyCsuI6RTK8OjwY5JxXnEZ+9LzOZBZQNLRAjqHB3BmjzYE+P6VXrILS2nh44Wv91+3+VbtyeCeTzeRU1jKtJgOXBjbsfJC5rYcn93ScjvLd6WzJCGVXxKPkJxdRNsQPx6Z1o8JfduRkVfMPz7eyO870rhkWKdGSe5KN/XQl9WIjY3V8fHxTttfdmEp763aT1puMSXldux2zTm92zK2d8QxiXPXkTwWrT7Ap+uSyCooxdumuCoumlvGdsfHS7EkIZXP1x0iMtSfW8Z2JyL42BLOvox8EpNz2Z6Sg1KKgZ1aMqBjKK2D/MxK6ekQFUXRlKm8e+P/kZFfwszBHenR1kwu8cfONB79ZhvbU3Mr9xvk583Y3hFM6h/JkC5hJCbnsuHgUTYczGLDwSzS8/7qRefrbeO0NkHEdgljWHQ40a0D+XrTYf4Xn0RmfgnBft6c2aMNgzqHsmpPJr9tP0KZ3fy9/X1sDOoURnigL0qZ4T33puWzIzW3ch2AQF8vCkrLT9k7u1e7YK4f3ZXJA9pTWFrO/KV7eGvZHopK7ZXnVVhaTrld07NtMMO7hqM1lGtNSnYRa/cfJbvQDInq521jWHQ4kS39+XNvJvsz/hrvOmXRfeiSQnrfOI8Qfx+C/Lzx9bbh622juLScrYdzjonfpqBNsB+pOcUoBYM7hzG4cyi92oUQFujD60v3sHpvJh3DWtAq0JfUnGL2b/iDlP89TMTFj9IiKqbG857Qty33TOzFlsM5PPpNAml5xQT5epNbXHbCuv06hHDFyCimDmxfefFKzyvm4/iDzP99D1kFpdgUhAf6cv/kPozpEcH/1h7k3ZX7Sc4uZHSPNkwZ2J6zekUQ7OeNUoq03GIWrtjHuyv3kVNkjhnZ0p++7VsyoKN5RAT7syQhla82HmJ3Wj4DOrZkxqAODO4Sxiu/7OLHhFT8vG0Ul9np0TaIa87oyq4jeXy14TApOSdOTRfZ0p9J/SP/upAeyT3h/8PP20Zct9bYbIqEw+bbQ4i/N5P6RzJlYHuWJKSyYMU+oloF0Ld9S5YkpFJSbqdjWAt6tQume9tg+rVvyfCu4X99nmqQkVfMlsM5tA7ypV2IP2EBvti1plxrCorLOZBZwP7MAtJziwn29yY0wJcWPl6k5xWTklNEWm4xOYWl5BaVUVJuZ1CnUMb0jKBv+xByi8vYlpzDvvR84rq3pmNYQOVxtdZsS84lq7CEcrumqNTOr9uP8P3mZI4WlBLg68UZ3VszsmsrPlxzkMSUXM7pHcGWQzlkFpTw4JQ+XDqsc70bByil1uq/5tI49j13Tu7ZBaXc8+kmzu3fjnN6tyXA14vFW1J44KutpOcVE+TnjZ+3jZIyOzlFZfTrEMKNo7uRklPElxsOsSkpG2+bYkLfdswY3IEftqbwcXwSbYL9KLdrMvNLiGzpT1puMX7eNm4ccxrRrQL5Zethliccpjgnj8CSQoJLi/AtLwW7HQX0sucyIns/sdvjab9rC+dd8yrbwjvhbVOU2TVDo8II9PPmt+1pdA4P4KpRUXjZFPkl5exJy+PHhFSyCo4d+7lrm0AGdQpjUOdQTmsTRNLRAnYdySMhOYd1+4+SX2Lu2HvZFOf0juCSYZ0Z1a11ZWkUIDO/hD92ptExLID+HVoeU4qqUFxWzs7UPPx9bLQN8SfY34ei0nL2pOWzOy0PHy9F+9AWRLZsQUgLb2xK4aVUtV+rMxwfnI5hAbRs4UNGXjHfbk7myw2H2Zmai5dN4WVThAb4MqRzGLFRYYQG+LJydwbLd6WTnF3IsOhwTj+tNb0ig0nPLuDC03sy7NwLOevKu4/5MJaW27EpxcBOoQyLDqd3uxC2p+aybv9RdqflMSw6nAl929G2ShUEmA/nr9uP8PayvXjZbLQN9iPUt5yHLhzJBVdcw+NPPEVWQQl70/PZl1FAq0BferYLJqpVIP+LP8jrS3dX/u77d2jJo+f3Y0DHlqTmFLMjNdd8IwprQfvQFsd8GzleblEp767cT15xGdef2fWYKhG7XVNSbq9x+7ziMhIO53Bam0BanSQZaq3JKSyjZcCx7a5X7Ern4/iDnNUrgskD2ld+G7TbNVsP52CzmQtOgI83S3em8eX6QyzdkUaArxeDOocxuHMYPdsF0Sk8gI6hASQk5/BjQgq/JB7By6bo274lvSOD2ZWaxw9bUyp/X1eeHsXdE3sS4OtNVkEJX288zKq9mexMzWVPWn7lRbpbRBBdWwdSWFpOYUk5AX7enNGtNWN6tsHLpnh72V4+WZtU+W2sPgJ8vWjZwodgf28UqrLAFeTnTV6VC7WXTXFe/0guG96ZzYey+dBRfVZVCx8vxvVpy5SB7Tmje+vKv1tpuZ35v+/hxZ930r6lP69cOviY6rj68NjkvnHHYZ585VuycwoItNmJaunHgdRsTgvz59rhHYnyKYOjRylPz2D7/jQ27EmjMK8Qn/Iy2vorokN86Bzsgz92U3VSXEze0RxSU7PwKy8lzFcRQDnl+QUU5+bjVVyEb1kpNk79Oyu3ebGrdSe+HjSewptuZdbQTrQK8uOTtQd5/88DZOaVcNPZ3bhyVBR+3sd+aEvL7azcncG25Bx6R4YwsGPoCR/IqsrK7Ww9nMPOI3mc0b31CQnMU6xevZrhw4fz8ccfc+GFFzbqscaNG0dycjJbtmypcb203GIWrNhLh9AALh7aqVHva7iSotJyfL1sda4rLywp57ftR4gMbUFMp9CTrldSZichOYdVezJYuTuD5OxCAny9CfTz4khOMTurJFRfbxszB3dg8oD25BaVkpJdxFHHN3GbTeHv40XHsBZ0aRVA22B/8orLyCooJb+kjNZBfrRr6U+Q37E11Gm5xfy+I421B47SIbQFfdqHENnSn8/WHeKDPw9UJvzBnUO5KLYTUa0D8bIpbErROzL4mCqp46U5vj3UdLGuLY9N7pUzmdSGlxfax4dyL2+Uvx9efn6m55ivL3h7m0eLFn89/P3N+z4+5ueAAI6UKUp9/GjXOgQvfz+zXnCw6fzg52e6MitlmkD174/dvwVw4s0it72JZLHnn3+e22+/nUOHDtG+fftGPdazzz7LnXfeyYEDB+gkUx+6nENZhSzdnkZ2YSkXDOlIm+BTV904S05RKT9vS6Vv+5aVVaxW8dzkfvSoGdmtIgl7ex/7HBpqRn8LDTVJXLi1mTNnsn79evbs2dPox9q6dSv9+vXjzTff5Jprrmn04wlRHzUld/duLRMW1rgD7QuXobVm+fLljB8/vkmO16dPHzp16sTixYsluQu3JMMPCLewe/duUlNTGdVEg64ppZg4cSJLliyh9PiJjYVwA5LchVtY7hhnOy4ursmOOXHiRHJycli1alWTHVMIZ5HkLtzCsmXLCA0NpXcTTE9WYezYsfj6+rJo0aImO6YQziLJXbiF5cuXM2rUKGxNOKNNy5Ytufzyy/nPf/7DkSMyz7twL5LcRaMpLS0lNzf31CueQkZGBtu2bWuy+vaq7rrrLoqLi3nppZea/NhCNIQkd+F0xcXFvPzyy3Tu3JmQkBAiIyMZPXo0Tz75ZL0mn16xYgXQtPXtFXr27MmMGTOYN28eOTk5TX78hsjKyuL1119n8uTJxMbG0qVLF1q3bs2ECRN4/PHHWblyJa7QFFo0Dknuwqk+/PBDunXrxi233ELPnj157LHHmDRpEkVFRdx7773MnDmTvLy8U++oik8//ZTAwEBiY6ttztvo7rnnHrKyspg/f74lx6+rzZs3M3v2bCIjI7nxxhvZsWMHERERjBkzhunTp3P48GH+9a9/cfrppzN8+HB++OEHSfKeyPSWtPYxZMgQLdyb3W7XDz74oAb00KFD9U8//aTtdvsx77/44ovaZrPpmJgYfeDAgVrtNyUlRfv6+uq5c+c2Vui1MnbsWB0ZGamLioosjaMmycnJ+tprr9U2m02HhIToG2+8Ua9Zs+aYv0OFtLQ0PX/+fN25c2cN6Li4OL1+/fqmD1o0CBCvT5JXLU/sWpK72yspKdFXX321BvScOXN0SUnJSdf9/vvvdUhIiO7UqZM+fPjwKff98MMPa0AnJiY6M+Q6W7JkiQb0E088YWkc1SkqKtJPPPGEDgoK0t7e3vrWW2/V6enptd523rx5OiIiQnt7e+v777/fpS9g4liS3EWjycvL05MmTdKA/ve//11tKfF4a9eu1YGBgTo2Nlbn5eWddL3i4mLdrl07fe655zoz5Hqx2+162rRpGtCvvPKK1eFU+uabb3S3bt00oKdOnaq3b99er/2kp6fryy+/XAO6b9++evXq1U6O1P0VFRXp5ORknZiYqNesWaO3bt2qDx06pAsKCiyLSZK7aBQZGRl6xIgR2maz6ddff71O23799dfaZrPp6dOn6/Ly8mrX+e9//6sB/f333zsj3AYrKirSU6dO1YB+4YUXLIvDbrfrH374QZ955pka0D179tSLFy92yr6/+eYb3aFDB22z2fS9996rCwsLnbJfd5Sdna3ff/99feONN+qYmBhts9k0ZuqDEx7h4eF60KBBevr06fr222/X8+bN04sXL9Y7duxo1G9CNSV39x44TFgmKSmJCRMmsHv3bj744ANmzJhR5328+OKL3Hbbbdx6660899xzx7Rh11ozbNgwcnNzSUhIaNL27TUpKSlh1qxZfP7558yYMYNJkyYxfvx4OnToQGlpKcXFxeTl5ZGdnU1WVhYlJSXYbDaUUgQEBNC6dWtatWpFQEBAnSdoSEpK4ttvv+XNN99k7dq1dOjQgXvuuYfrr78eXycOjJednc0dd9zB22+/Te/evZk3bx5nnXWW0/bvyrTW/PLLLyxYsIBPP/2UwsJCgoODGT58OMOHD6d9+/aEhoYSHBxMQUEBWVlZZGZmcvDgQfbv38/evXvZu3cvRUV/TXKilKJ9+/ZER0dz2mmn0bVrV3r06EGvXr3o0aMHAQEBNURUM88dFVJY4vvvv+eqq66ioKCAL7/8kjFjxtRrP1prbrvtNl566SXOP/98Fi5cSEiImYLvu+++47zzzmPevHn8/e9/d2L0DVdaWsq9997Lhx9+yOHDh+u1j4CAANq3b0+HDh2IjIykbdu2tG3blrCwMHx8fPD19aWoqIikpCQOHjzIunXr2LhxIwA9evTgrrvu4vLLL8fPr/GGuv3hhx+4/vrr2b9/P1OmTOGpp56iV69ejXY8KxUXF7No0SKeffZZtmzZQsuWLZk1axZXXHEFw4cPx8ur9mOv2+12UlJS2L17d2Wyr3js3r2bQ4cOHbP+FVdcwcKFC+sVtyT3ZqS4uJgjR46QlpaG3W7HZrPh7e1NmzZtiIiIqNM/6fHy8vK48847eeONN+jfvz8ffPDBSecyrS2tNS+99BJ33HEH3bp148477+Tdd9/ljz/+oH379mzfvp2gICfPa+skWmsSEhJYsmQJWVlZ+Pn54evrS1BQEKGhobRs2RJfX1+01pSXl1NQUEBGRgYZGRmkpqZy6NAhDh8+THJyMqmpqdV2+FJKERkZSY8ePZg0aRKTJ0+mV69e9Z6Wra6Kiop48cUXefzxx8nPz2fGjBlcc801nHPOOS7zbaoh0tLSmD9/PvPmzSM5OZn+/ftzxx13cNFFF9GiRYtGOWZhYSG7du0iMTGRxMREoqOjmT17dr32ZUlyV0pNBF4EvIC3tNZPnGzd+ib33Nxc1q5dS0hICMHBwQQHBxMQEECLFi3w8Tn5zEU10VpTXFxMYWEhBQUFFBQUUFRURElJCSUlJZSXl1eu6+Xlha+vL76+vvj7+xMUFERgYCBBQUGN/o+fkZHBxo0b2bhxIwkJCSQkJLB9+3YyMjJOuo2Xl1dloujbty99+vShX79+9O3bl7CwsJNul5iYyMKFC1m4cCEpKSncddddPPLII04tNS5dupQLL7yQtLQ0oqOjuemmm7jqqqsIDQ112jFcXWFhIVlZWZSWllJaWoqPjw+RkZH1/l92prS0NJ588kkWLFhARkYGUVFRnHfeeYwaNYqRI0fSpUuXJrvgNFRpaSm///477733HosWLaK4uJjx48dzxx13MG7cOLc5D7AguSulvIAdwDggCVgDXKK1Tqhu/fom94pp16rj7e1dWZLy9fXFx8cHb29vvLy8Kv94WmvKysoqE3dhYSGFhYU09HeilCIkJITQ0FDCw8Np3bp15SMiIoI2bdrQpk0bwsPDCQ8PJzQ09JiLUsWHOz8/n9TUVJKTkzl48CDbt29n27ZtJCQkcPDgwcrjtWnThj59+tCrVy86duxIu3btaNOmDV5eXtjtdkpLS0lNTeXw4cMcPHiQxMREEhISjulM1L59e7p06VJZPVBQUEBKSgpJSUls27YNLy8vzj33XO65555G6ymamprKjh07OP300xv0DUM0nuLiYj7//HMWLlzIH3/8QX5+PgA+Pj60a9eOdu3aERAQgM1mw8vLq/I+RHFxMUVFRZWfseLi4sr/84pvmDabDR8fn8rPQsU3oNDQUMLCwk74HFV8llq1akVoaOhJC1T5+fls2bKFTZs2sWLFCr766isyMzMJDAxkzpw53HTTTU06IJ0zWZHcRwIPaa0nOF7fB6C1/n/VrV/f5J6Tk0N8fDy5ubnk5OSQm5tLQUFB5T9QRdIuLi6mrKys8lFVRf2mj48PLVq0qPzHCgwMpEWLFpWPqheICuXl5ZX7LywsJD8/n7y8PHJycsjOzubo0aNkZmaSnp5Oeno6aWlpDerCHhAQQM+ePenduzcxMTHExMQwcOBAIiIi6rwvu93OwYMH2bp1K1u2bCEhIYFDhw6RkpJCamoqAQEBtGvXjrZt23LmmWcye/Zs2rZtW+/YhecpKytjy5YtrFy5kv3795OSkkJKSgpFRUWUl5dTXl6Oj48Pfn5++Pn54e/vX/n58vPzw8fHBx8fH5RSaK2x2+2Vn6XCwkJyc3Mrb0xnZmaSkZFx0t7NNpuNkJCQys+rl5cXubm55ObmVl6AAEJDQ5k8eTIzZ85k/PjxDbqZ6QqsSO4XABO11tc4Xl8ODNda31RlneuA6wA6d+48ZP/+/U6PwxUVFxdXJvvMzEwyMzPJyso65oJU9WJTURqquPnmCfWcQtRXUVERaWlppKWlVd5bqriPkZ2dXfk5Kisrq6yqbdWqFf369WPAgAF06dLFoz5DVkyzV12l1TFXEa31fGA+mJJ7I8Xhcvz8/OjQoQMdOnSwOhQh3I6/vz+dOnWSSctrobEuYUlA1d9+R6B+bcaEEELUWWMl9zVAd6VUtFLKF5gFfNVIxxJCCHGcRqmW0VqXKaVuAn7ANIV8R2u9tTGOJYQQ4kSNVeeO1vo74LvG2r8QQoiT85zbxkIIISpJchdCCA8kyV0IITyQJHchhPBALjEqpFIqDWhIF9XWQLqTwnEHze18Qc65uZBzrpsuWus21b3hEsm9oZRS8SfrguuJmtv5gpxzcyHn7DxSLSOEEB5IkrsQQnggT0nu860OoIk1t/MFOefmQs7ZSTyizl0IIcSxPKXkLoQQogpJ7kII4YHcOrkrpSYqpbYrpXYppe61Op7GoJTqpJT6VSm1TSm1VSl1q2N5uFJqiVJqp+P55DNcuyGllJdSar1S6hvHa48+XwClVKhS6hOlVKLj7z3Sk89bKfUPx//0FqXUIqWUv6edr1LqHaXUEaXUlirLTnqOSqn7HPlsu1JqQkOO7bbJ3TEJ9zzgXKAPcIlSqo+1UTWKMuAOrXVvYAQw13Ge9wI/a627Az87XnuSW4FtVV57+vkCvAgs1lr3AgZizt8jz1sp1QG4BYjVWvfDDA0+C8873wXAxOOWVXuOjs/1LKCvY5tXHXmuXtw2uQPDgF1a6z1a6xLgQ2CaxTE5ndY6WWu9zvFzLuYD3wFzrgsdqy0EzrckwEaglOoInAe8VWWxx54vgFIqBDgTeBtAa12itc7Cs8/bG2ihlPIGAjCztXnU+Wqtfwcyj1t8snOcBnyotS7WWu8FdmHyXL24c3LvABys8jrJscxjKaWigEHAn0BbrXUymAsAEGFhaM72AnA3YK+yzJPPF6ArkAb8x1Ed9ZZSKhAPPW+t9SHgGeAAkAxka61/xEPP9zgnO0en5jR3Tu6nnITbkyilgoBPgdu01jlWx9NYlFKTgSNa67VWx9LEvIHBwGta60FAPu5fJXFSjnrmaUA00B4IVErNtjYqyzk1p7lzcm82k3ArpXwwif19rfVnjsWpSqlIx/uRwBGr4nOyUcBUpdQ+TFXb2Uqp9/Dc862QBCRprf90vP4Ek+w99bzPAfZqrdO01qXAZ8DpeO75VnWyc3RqTnPn5N4sJuFWSilMPew2rfVzVd76Cpjj+HkO8GVTx9YYtNb3aa07aq2jMH/TX7TWs/HQ862gtU4BDiqlejoWjQUS8NzzPgCMUEoFOP7Hx2LuJ3nq+VZ1snP8CpillPJTSkUD3YHV9T6K1tptH8AkYAewG/iX1fE00jnGYb6abQI2OB6TgFaYO+07Hc/hVsfaCOc+BvjG8XNzON8YIN7xt/4CCPPk8wYeBhKBLcB/AT9PO19gEeaeQimmZH51TecI/MuRz7YD5zbk2DL8gBBCeCB3rpYRQghxEpLchRDCA0lyF0IIDyTJXQghPJAkdyGE8ECS3IUQwgNJchdCCA/0/wH47A1qMLfPXQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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leLiUoaHqtcZpAeJkDbraGM/9H8ABKWV10rcQIlQI4W58HQ10B6yoUarRaKopME4Gb8lzDw9Xy+PHz11nKcfdEuHh8Ouv6jxPPtlwOzUOTZ3iLoRYDmwCegohUoQQtxtXTeXMkAzAWGC3EGIX8AUwU0qZ05QGazQuj0ncLcXcm0LcAXr1UinGS5eqGZ80Loc12TLTami/xULbl6jUSI1G01Aa6rknJEDbthAYaN15Zs+GDz6Axx6D1atVfrzGZdAjVDUaR6O2DtU2bcDXF84qgQEoz90ar91EYCD897+wdq3qaNW4FFrcNRpHozbPXQjlvdcUlrGU414bd92l9nnsMdDjHFwKLe4ajaNRW8wdLIt7WRkcO1Y/zx3Aywtefhni48GsCJ3G+dHiXg/qKpP79ddfEx8f34wWaVwSk7j7+1teHxZ2blgmOVnVcq+vuANceaUa3PTss2pybY1LoMW9CdHirmkSTBUh3Wr4eYaHQ1ramWEUS9UgrUUIJexHj+qywC6EFvc6eOGFF+jZsyf/+Mc/OHhQFbtcuHAhQ4cOZeDAgVx11VUUFxezceNGvv32Wx577DFiYmJITEy0uJ1GUyeWKkKaEx6uZlc6ceJ026FDatkQzx1g0iQYORKef16VPtA4PU4xQfaDDz5YZ/nc+hITE8ObdRQkM03OsWPHDiorKxk8eDBDhgzhyiuv5M477wTg3//+Nx9++CH3338/l112GZdeeilXX301oOrEWNpOo6kVS7XczTFPh4yIUK/37FFpkO3aNeycQsBzz8E//gELFsADD9S8bWoqfP01jB0L/fs37Hwam6M991pYv349V1xxBb6+vgQEBHDZZZcBsHfvXs477zz69+/PsmXL2Ldvn8X9rd1OozmDmipCmggLU0vzuPuePTBgQONy1SdMgHHj4MUX4dSpM9dJqVImr7wSunRRFSZjY9XcrBYqomrsj1N47nV52LbEUvndW265ha+//pqBAweyePFi1q1bZ3Ffa7fTaM6gLnE/eyCTwQD79oHxKbHBCKHCMuedpyazefVVuPxy2LsXHnkEfvtNPR088oia+OOZZ9QkIL/8ojJtQkIad35Nk6I991oYO3YsX331FSUlJRQWFvLdd98BUFhYSMeOHamoqDijJO/ZZXVr2k6jqZW6Yu6BgSpsYxL3I0eguLhpQiRjxqgBTZ6ecMUV6mkgJgbi4tS8CikpMHeu8tq//VZN3bd6NTz8cOPPrWlStLjXwuDBg7nuuuuIiYnhqquu4rzzVHn65557juHDhzNx4kR69epVvf3UqVN59dVXGTRoEImJiTVup9HUSl0xdzgz1904X2+Txb8nTVLHnDdPvb//flXaYNYsMJvgBSFUeObOO2HFCtAzeTkUQjpAvCw2NlaaJnU2sX//fnr37m0nizQm9P/BDgQFwU03qXh2TVx0EeTmwpYtKjzyzDPK4zeblavZOHhQFSKbM0eVM9A0G0KIbVLKWEvrtOeu0TgSUtYdc4czPfc9e1QKpD2EHaBnT7j4Ypg/Xw+CciC0uGs0jkRxseogtUbc09OVmO7ZY/+UxFmzlD2ffWZfOzTVOLS4O0LIqCWjP387UFtFSHPCw5WXn5AAhw+rjk97cuGFKjTz1ls6NdJBcFhx9/HxITs7WwuMnZBSkp2djY+Pj71NaVnUVTTMhCnX/ddflZja23MXQg18iouDTZvsa4sGsCLPXQixCLgUyJBS9jO2zQHuBDKNmz0ppfzRuG42cDtQBTwgpfylIYaFhYWRkpJCZmZm3RtrbIKPjw9hJhHRNA+1lfs1x5Tr/sMPamlvcQe4+Wb417/gk09g1Ch7W9PisWYQ02LgHeDseqBvSCnPKJEohOiDmn6vL9AJWC2E6CGltDBVe+14enoSFRVV3900GufGWnE33XT//BNatWp4TZmmxM8Phg1T3rvG7tQZlpFS/glYOw/q5cAKKWWZlDIJSACGNcI+jaZlYW3MvXVrNZipvBz69gV3d9vbZg1DhsCuXaq+vMauNCbmfp8QYrcQYpEQIsjY1hkwn0Ugxdim0WiswdqYO5wOzThCSMZEbCxUVKiSBRq70lBxnw90BWKANOB1Y7ulqkUWe0SFEDOEEHFCiDgdV9dojFgblgHHFXeAbdvsa4emYeIupUyXUlZJKQ3AQk6HXlKAcLNNw4ATZ+9vPMYCKWWslDI2NDS0IWZoNK5HQ8Td3mmQ5kRGqhG2Ou5udxok7kKIjmZvrwBMz2DfAlOFEN5CiCigO7ClcSZqNC2IggJVtMu8hktNREaqFERH8tyFUN67Fne7Y00q5HJgPNBWCJEC/BcYL4SIQYVckoG7AKSU+4QQnwHxQCVwb0MyZTSaFkthoYq3W1OXfeZMJaQNnaDDVsTGwmuvqRmd9DgJu1GnuEspp1lo/rCW7V8AXmiMURpNi8WaujImgoJg4kTb2tMQTJ2qe/bA0KH2tqbF4rAjVDWaFkl9xN1RGTJELXVoxq5ocddoHAlXEPeICDVjk86YsSta3DUaR8KaiTocHd2p6hBocddoHIm6pthzFoYMUQOZSkrsbUmLRYu7RuNIuEJYBpTnXlV1egpATbOjxV2jcSRcSdxBh2bsiBZ3jcZRqKxUMzE5e8wdoHNnlX+/Y4e9LWmxaHHXaByFoiK1dAXPXQjo0UPNEqWxC1rcNRpHoT51ZZyBbt0gMdHeVrRYtLhrNI6CK4p7aqoKNWmaHS3uGo2jUJ9a7s5At25qeeSIfe1ooWhx12gcBVfz3E1T/yUk2NeOFooWd43GUbB2ij1nQYu7XdHirtE4Cq7muQcFQUiI7lS1E1rcNRpHwdXEHVTcXXvudkGLu8Z1qKy0twWNwyTu/v72taMp6dpVi7ud0OKuaX6WLIEXXgBpce70+lNeDnffDW3aQHJy0xzTHhQWgq8veNQ5h47z0K0bHDsGZWX2tqTFUae4CyEWCSEyhBB7zdpeFUIcEELsFkJ8JYRoY2yPFEKUCCF2Gv/es6HtGmejvFxNDXfLLfDvf8PDDzde4E+ehAkT4L334NQpWLOmSUy1C65SV8acbt3AYHDum66TYo2LsBh4B/jYrO03YLaUslIIMReYDfzLuC5RShnTlEZqHJyqKti6FX76Sf3l5anaIp07Q1iYmsg5PBzmzoX16+Ff/1Lza775psrpfvbZhp03MRHGjYPcXFi+HO69FzZuhNtvb8KLa0by811T3EH9r3r2tK8tLQxr5lD9UwgReVbbr2ZvNwNXN7FdGmdg714VYlm2DNLSwM0NRo6EwYPVyMSNGyElRc2nCWqy5GXL4PrrlcdeVATPPacE7dFH63/+99+HjAx1Yxk4EJYuhb/+atprbE5yc1WGiSuh0yHtRlME924DVpq9jxJC7AAKgH9LKddb2kkIMQOYARAREdEEZmiajS1b4JFHYMMGFR++5BKYOhUuugiCg8/ctqpKhU6Skk578aAKS73/vvJWn3gCJk2Cfv3qZ8d33ynPfeBA9X70aPjhB8jKUtO8ORu5uc5pd22EhqqnMy3uzU6jOlSFEE8BlcAyY1MaECGlHAQ8DHwqhLD4nCmlXCCljJVSxoaGhjbGDE1zcfIk3HorDB+uqv29/rry0L/5BqZNO1fYAdzdVXhmzJjTwm6+7r33lOc+a1b94u8JCXDgAPzzn6fbRo1Sy82b631pDkFuruoUdiWE0OmQdqLB4i6EmA5cCtwgpfpVSinLpJTZxtfbgESgR1MYqrEza9ZA374qrPL443DokOoQbdeucccNCVGhmbVr4euvrd/vu+/U0lzchw5VTxLOGprJy3O9sAxocbcTDRJ3IcQkVAfqZVLKYrP2UCGEu/F1NNAd0FWDnBkp4a23VMilQwc1bdrcuU3b8XfXXSok88gjqqPVGr77Tt1soqJOt/n6wqBBKtbvbEjp2uKenOz84xCcDGtSIZcDm4CeQogUIcTtqOyZ1sBvZ6U8jgV2CyF2AV8AM6WUOTayXWNriotVGObBB5WHvHkz9OrV9Ofx8FCZM0lJKtRTF3l5KuvG3Gs3MXq06hMoL29qK21LYaHqn3BFce/aVXWqHz9ub0taFHWKu5RympSyo5TSU0oZJqX8UErZTUoZLqWMMf7NNG77pZSyr5RyoJRysJTyO9tfgsYmxMfDsGHw8cfw3//Cl1/athTtBRfA5Zerp4K6PLyff1bbWBL3UaOU979zp03MrJPp0+H55+u/X26uWrpazB1Op0Pq0Eyzokeoas5ESvjoIzXBcWYm/PILzJmj0hxtzdSpyoPdtav27b77TmWVDB9+7rrRo9XSHnH3vXvVzXDOHNi/v3775uWppSt67lrc7YIWd81p8vNVDvptt6l89V27YOLE5ju/SZg3bKh5m8pKNVBq8mSVbXM2nTpBly72ibsvXAheXqo2zEMP1S/7x+S5u6K4d+wIrVppcW9mtLhrFJs2QUwMfP65qvvy66+qA7U5CQ+HiIjave6//lJCaCkkY2LUKCXuTVW7xhpKSpTXftVVKoz1yy/w44/W7+/KYRk3NxV3P3TI3pY0DQYDvPsupKfb25Ja0eLekjEYlABddNHpHPENG+DJJy17xc3B6NFKwGsS5u+/V97xhRfWfowTJ+DoUdvYaInPP1ehlRkzVBmEHj1Uqqi1HbuuHJYB1RF/8KC9rWgavvoK7rtP/Z8dGC3uLZU9e6B/fxXe2LtXdQLu3AkjRtjXLpMw11Ro6vvv1ajU2jp3hw1Ty+3bm9y8GlmwALp3V7Z5ecEbbyhPdd486/Z35bAMKHE/csT5q0NKCS++qJ5GvvwS/vjD3hbViBb3lsgXX6iYem6uGpSUlARPPQWBgfa2TI1kBcuhGdOo1Esvrf0YffuqkZG7dze9fZbYt0/ZO2OGOi+okgwjRsCnn1p3jNxcta+rFQ4z0bu3SvV09rj7L78op+Gtt1QIcdYsdV0OiBb3loTBoErtXnON8tq3bVMdqF5e9rbsNP36KYGzJO4//KCWkyfXfgxfX+VFN5e4L1wInp4qDdKcsWPV05A1A7Nyc9XNtTmykuyBaXzEgQP2taOxvPiiqpE0Ywa88opKOvjoI3tbZREX/SZpzqGwEK68UnWW3n47rFunshgcDXd39VRhKWPm+++VB2iqNFgbAwY0n7h//jlcdpkqkmXOiBFq8I41OfeuOjrVRA9jFRJnFvf169XfY48ph+jaa1UY8amnTs+i5UBocW8JHD2qvoTffaceJxcuBG9ve1tVM6NHq1CHqZMR1I/njz/qDsmYGDBA1RAvKrKJidUUFak+giFDzl1nysP/+++6j+OK5X7N8fdX2VD1zf93JF58Ud3A77hDvRdCjazOyHBI712Lu6tz+LAqqHXsmMoPf+CB03FhR2X0aNVxtWnT6bbfflNecH3EHVRnsS05YiydZOlpolMn9QivxV3Ru7fzeu5Hj6qR0bNmqbCfidhYddNywEqkWtxdmcJCmDJFxdo3bao9fdCRGD5chWfMQzPff69ywE0pm3VhEveaQjNVVfDZZ6p+TmNITFTL6GjL64cPt+6Hn5fnmjnu5vTqpcS9OccfNBWmm9K4ceeuGzpUTRjjYGhxd1WkVEW/DhyAlSuV1+Qs+Pmp6o6mTlVTPv7FF1s/eXSXLipdsiZxf/dduO4667NZaqI2zx2UuCclqVIOtdESPPdevdQ8t6mp9rak/pj+z5Zu4rGx6iZvSmd1ELS4uyovv6zycF95RRXlcjbOO0/F2GNjVYwzI8P6kAyorJOaOlWTk9VALVAZQ40hMVGJck3CbG3cvaWIOzhn3D0xUU0TaSkJYehQtYyLa16b6kCLuyuybp3qwb/+ejVK0hmZPRueeUZ58UuXqtokF11Uv2OYxN08DCClqh8vhMqHb+xAp8TE2rN3hgxRIabaxL2kRA3ucfWwjOnp0Rnj7keOKK/dUn+VqTNdi7vGphQUqHzrbt3UqElH7zytidBQ+M9/lPeek6MGv4SE1O8YAwaoYmjmdcQ/+UTVzXnpJTVv665dpyfwbgh1ibufnxpTUJu4u3rpARPt26tcfmcWd0sEBanfm4PF3bW4uxqzZkFKihIxPz97W9M0+PurzJP6cnanakaGmnhk9Gi45x4YPFh5zA0Vm8pKlUVR04/exPDhagIRg8HyelcvPWBCiNOdqs6ElLWLO6jwobN57kKIRUKIDCHEXrO2YCHEb0KIw8ZlkNm62UKIBCHEQSFEPZ+jNY3i669h8WIVT7ZU67yl0a+fWprE/eGHVV76woUqJj94sGpvaGjm+HEl8HUNqho+XD1B1FQVsaWIOyhxd7aYe3a2yjyrTdyHDlXfBweqFGmN574YmHRW2xPAGilld2CN8T1CiD7AVKCvcZ95pjlVNTYmK0sNiR40CJ5+2t7WOAYBAWqO1d27VZ78smUqlm+K/Xbvrp5uGirupjRIa8Qdak6JNIVlXD3mDuqzT0tTNztnoa50VzjdqepAoRlrptn7Ezh7HtTLgSXG10uAKWbtK6SUZVLKJCABGNY0pmpq5ZVXlIexZIlj1YqxNwMGqMflu+9WYj579ul17u6qhr2txb1XL3WjqSnu3tI8d3Cu8r+1pUGaGDRIPQ06UGimoTH39lLKNADjsp2xvTNgPgtuirHtHIQQM4QQcUKIuMy6coA1tZOZqfK2p05VnXea05jKECQmwvz5Kp3NnMGDYceOmuPhtZGYqG6knS1+xU9jCgHt2GF5fUsUd2eKu5vEPSqq5m38/dVTiTN57vXEUmqGxeFoUsoFUspYKWVs6NkFlzT147XXVDqdDseci6lT9cYbLef7DxqkBtYcPlz/Yx85on7w1lRyNE1WYWl0pivPwnQ20dFqIJozxd2PHFH57eZlByxh6lR1kBG4DRX3dCFERwDjMsPYngKEm20XBpxouHmaOjH32k1ekeY0kyapKn5vvGF5fWM6VetKgzSnZ08VW8/OPnddXp6K/Xt61t8GZ8PTU4XHbF3zpympK1PGxNChKiPLPPXWjjRU3L8FTMWrpwPfmLVPFUJ4CyGigO7AlsaZqKmV119X9VG0124Zf3/VH9G2reX1ffqo0Ep9xV3K+om7qeStpYyZljA61RxTSWcHneTiHBITrRP32Fi1dJC4uzWpkMuBTUBPIUSKEOJ24GVgohDiMDDR+B4p5T7gMyAe+Bm4V0rpJP9BJyQrC955R9VIcabaMY6Ep6cK3dRX3LOyVHpcfcXdUkdiSxP3CRPU04o1de7tTVmZGjdijbgPHKgchY0bbW+XFdRZhUlKOa2GVRYLlkgpXwBeaIxRGiuZO1d77U3B4MFqwg0prR/Ra22mjInISHUjqclzbwnxdhPnn6+Wa9daroPvSBw9qr4X1oi7j496Kvn9d9vbZQV6hKqzkpqqvPabblKhBU3DGTxYCezRo9bvU1c1yLPx8FDbWhJ3V5+F6Ww6dVL9Qw4igrViTRqkORMmqKyonLOzx5sfLe7OyrPPqpjlM8/Y2xLnx9SpWp8KkSbPPTLS+n169NBhGRMTJsCffzaurk9zUN+b+AUXKE9/3TqbmWQtWtydkcOH4cMPVXXD+oiLxjL9+6sBTfWJAScmqvz2Vq2s36dHD1UA7eyOxJYWlgEl7qdOOVReuEWOHFHhlg4drNt+6FCV+bR2rW3tsgIt7s7If/6jvnD//re9LXENfHxUmKC+4m6tN2eiZ0/VQWeeKldZqerdtDTPffx4tXQAEawVU6aMtX0xXl5qLoI1a2xrlxVocXc2du2CFStUdcP27e1tjesQE2N7cbeUDtlSyv2eTUiI+swdXdytzXE354IL1AjcE/Yd4qPF3dl45hn1CP/oo/a2xLWIiVEpb5YGGZ3NqVOq+FVDxd087t6SSg+czYQJKm2wpMTelljGmlK/lpgwQS3t3GGsxd2Z2LULvvpKee0tLUZra2Ji1HLXrrq3NXWydetWv3O0b68KiJl77i2p9MDZTJigwlSbNtnbEstkZamQWX3FPSZG3azt/FSixd2ZePZZNZPNrFn2tsT1GDhQLa0JzZgyZeor7kIo712HZRTnnac6sh01NGMqblbf/7Obm8rlX7PGrnVmtLg7C7t3w6pVSthbopdna0JDVfaLNeKekKCW9Q3LwLnpkC05LBMQoAb9LFqkxm04GqZMnoYMtLrgAjVuYu9eVYZ70iQ1O1ozosXdWXj2WfVjePBBe1viuljbqZqYqDoEG3KT7dkTjh07HWduyeIOMG+eKuNw2WWqL8OR2LIFIiKsT4M0xxR3j4mBW25Ree/33qv6apoJLe7OwO7d8OWXymtvqSLQHMTEqFK0paW1b5eQUP9HdRM9epwuOgYtaxYmS/Tvr7K/du6Em29uWF19W7FlCwxr4FxDPXuqSq033wzr16vfcFkZPP5409pYC1rcHR0pT4u69tptS0yMyjuPj699u4SEhoVk4Nx0yNxclRtdn8FQrsbkyaq66apVjlMnKSsLkpIaLu5CwPLl8NFHMGaM+r8/9hgsXapG5jYDWtwdnZUr1SPdiy9CcLC9rXFtrOlULS9XYZWGeu7du6ulKe5uKj1g7SAZV2XWLLjjDvU9/+kne1tzOt7eUHG3xJNPqjDPffcpJ8LGaHF3ZAoL4ZFHVO2TO++0tzWuT9euauh4beKenKxCBw313Fu3VoWzfvpJTWj+5Zf6pg3q5vZ//6fKL998s90HALFli8p6acqqlb6+8OabsGcPvP9+0x23BrS4OzLPPqu+5O++q1LGNLbFzU1577WJuylTpqGeO0DfvioOu2KFGob/1lsNP5Yr0aqVelItLoYbbrDvZB5btqhqq/7+TXvcKVOgXz/47rumPa4FtLg7KvHx6i5/++0wYoS9rWk5mDJmaurYa2iOuzkffKDirtnZynOfOLHhx3I1evVSGTTr1sFzz9nHBikb15laG0Ko427fbvMc+AaLuxCipxBip9lfgRDiQSHEHCFEqln7JU1pcIugslKlTwUEwEsv2dualkVMjAqHJSdbXp+QoLy5xkzqHhGhBvC0hDlTG8L06WqegmeftU8BruRk1aFqC3EHNSl7ZqbNQ08NFncp5UEpZYyUMgYYAhQDXxlXv2FaJ6X8sQnsbFm89JLq0HnvvcaJiKb+mMoQ1BSaMaVBtvQOUFszb57y4q+/vllzwwHltYPtxL0xk7LXg6YKy1wAJEop6zGVjcYi27Ypj+WGG+Caa+xtTcujf39VArimyRYSExsXktFYh78/fPGFqu0ybVqzZJdUs2WL+g7062eb4w8cqJwDJxH3qcBys/f3CSF2CyEWCSH0qBtrKSlRj6Pt28Pbb9vbmpaJj4+KgX/zzbkx0aoqVTSsoZkymvrRp496ev3jD5gzp/nOu2WL8q5tFTbz81ODnHbssM3xjTRa3IUQXsBlwOfGpvlAVyAGSANer2G/GUKIOCFEXGZmZmPNcH4MBpUat3+/GvigR6LajylTVC772RUijx9X08Jpz735uOkmuO02Faq0sacLqCeEbdtsF5IxMXiwU3juFwPbpZTpAFLKdClllZTSACwELH5KUsoFUspYKWVsaEuPK0upRp8uXQrPP6+zJ+zNpZeqx+ZvvjmzvSkyZTT15/XXVd/TXXfZPj1y2zb1BD10qG3PM2iQchaysmx2iqYQ92mYhWSEEB3N1l0B7G2Cc7g2zz6rwjAPPaRGsWnsS7t2MGrUueLemGqQmobTpg288QbExcH8+bY9l2kynIsvtu15TJ2qNgzNNErchRC+wERglVnzK0KIPUKI3cD5wEONOYdLIyW8/LKKJ95yC7z2ms7CcBQuv1z98I4dO92WkADe3qo0sKZ5mTpVPdE++aTtUgjXrFEjh596yvZhUVNWlg1DM40SdyllsZQyREqZb9Z2k5Syv5RygJTyMillM+cxOQlVVXD//TB7tsoGWLhQjZDUOAaXX66W5t67ad5U/X9qfoRQ6ZHl5eoJt6kxGFRhry5dVO0XWxMcDJGRjuu5axpIcTFcdZUqK/DooyrW7uFhb6s05vToofKszcW9MdUgNY2nWzd44gn47LOm93g//VQJ7QsvqIyp5sDGnapa3JuavDzYsEHNwlJRcea6/HwVhunaFb79VtUUefVV7Qk6KpdfrtLwtm5VHd77958u2auxDw89pEImzzzTdMcsLVWhmMGD1VN0czFoEBw+DAUFNjm8dhetxZTR4u+vMlosxcYzMlQdmKQk9d7NDdq2VWUEAgLUP7KwUMUOV66EsWOb9RI09eTyy2HuXJUW5+kJ116rHt019iMwEB5+WNV93779dMdkY/jPf1TfykcfNa+jZbJ91y5VjqKJ0eJuLZ99pkqSgqrB/e67Zwp8SYmaKuzkSTVnoqnud3q6EvSCAjX6cdYsdcfWOD7Dh6uxB506qTS8hky3pml67r8f/vc/5b2fndFUX9atU4kMM2acnhqvuTDpwPbtWtztRna2+kLFxqoSra+9ptpNAm8wqMEWW7aoKn9XXGFXczVNhJtbs9Td1tQTc+99x46GO0t5eap2fLdu6mbR3HTsqBwGG3WqanG3hkceUd766tXK+3Zzg1deUWVbAwJUB+muXWqwhRZ2jcb2mLz3OXMa7r3fe69Kq9y4UZUEsAdz5tgstVaLe138+qsKszz1lJolBlSnaLt2SuyrqlTv+osv2iZFS6PRnEtgoMo0e+op+PFHuKSelcXnzlUZMs89Z/tSA7Vx1102O7SQNi4Ybw2xsbEyLi7O3maci8EAvXur0MvOnc2XIqXRaOqmrEx1ShYUwL596im6LqRUY0vmzlUDoz75xKnTkIUQ26SUsZbW6Ry82lizRs1S/5//aGHXaBwNb29YtAhSU1X+e11UVcHMmUrYZ850+fElWtxr4/33ISREDTjSaDSOx/DhKkV5/nzVB1YTJSUqlXXBAhXKmTfP5ecl1uJeE2lp8PXXcOutykPQaDSOyXPPQXS0ylj7/vtz6/Dn5MCFF8JXX6l5iWsap+JiuO4zSWNZtEg9xs2YYW9LNBpNbfj5qc7R66+Hf/5TDSS8/35Vmz07W9VtSkyEFSuU995C0OJuiaoq9fh2wQXQvbu9rdFoNHUxfDgcOACLF5+eptJE27bwyy9qjEoLQou7JX75RY0ufd3iJFIajcYR8fSEO+9U4Zl9+1S6pKn8Rwus36TF3RLz56uRY6ayrxqNxnnw8YEhQ+xthd1pebezutiwQXXKzJxpuwlyNRqNxsZocTfHNIFGeLga/abRaDROSqPCMkKIZKAQqAIqpZSxQohgYCUQCSQD10opcxtnZjOxYIEaifrZZ/arNaHRaDRNQFN47udLKWPMhsA+AayRUnYH1hjfOz5ZWWpww4QJcPXV9rZGo9FoGoUtwjKXA0uMr5cAU2xwjqbnySdV3fW3324RAxw0Go1r01hxl8CvQohtQgjTaJ/2pkmxjct2lnYUQswQQsQJIeIyMzMbaUYj+eYbNdBh1izo08e+tmg0Gk0T0NhUyNFSyhNCiHbAb0KIA9buKKVcACwAVRWykXY0nCNHYPp0NRHHCy/YzQyNRqNpShrluUspTxiXGcBXwDAgXQjREcC4zGiskTajtFTF193c4PPPdQ0ZjUbjMjRY3IUQfkKI1qbXwIXAXuBbYLpxs+lAIyc5tCGzZqkprj75BCIj7W2NRqPRNBmNCcu0B74SqvPRA/hUSvmzEGIr8JkQ4nbgGHBN4820AdnZKvXxgQdg8mR7W6PRaDRNSoPFXUp5BBhooT0buKAxRjULf/2lljrtUaPRuCAtd4Tqhg3g5QVDh9rbEo1Go2lyWra4Dx2qp8/TaDQuScsU95ISiIuDMWPsbYlGo9HYhJYp7lu2QEWFFneNRuOytMx67hs2qOWoUfa1Q6PRuAxSStauXUtRURHt27enQ4cOdOnSBWGnciYtV9z79oXgYHtbotFoXICsrCzuuusuVq1adUb7Nddcw9KlS/Hy8mp2m1qeuFdVwcaNajJdjUajaSS//PILt9xyC9nZ2cydO5cJEyaQnp7Oxo0befHFFykpKeHzzz/Hp5mTN1qeuO/ZAwUFOt6u0WgazVdffcVVV11Fnz59+Omnn4iJialeN3nyZMLDw7n77ru5/PLL+eqrr/D19W0221xH3PPz4bbb1CxK558PY8dCUNC525ni7VrcNRpNI9iwYQPTpk1j2LBhrFmzBj8LE/zMnDkTb29vbr/9du644w4+/fTTZrPPdbJlFi2CVavg/fdhyhQ16/mMGWoSDnPWr4ewMIiIsIuZGo3G+dm/fz+XXXYZERERfP/99xaF3cStt97KnDlzWL58Od9++22z2SiktF+1XROxsbEyLi6u4QcwGKBXLwgNhbVrVarjF1/AvHkQEADPP68KgyUlwX//C//4Byxf3mT2azSalsOJEycYOXIkZWVlbNy4kejo6Dr3KS8vJzY2lqysLOLj42nTpk2T2CKE2GY2C94ZuEZYZs0aOHxYCbe3N5x3nvqbMQPuuw/uuef0tj4+cI1j1jJzdo7nFPPMd/H4eLrx/JR+tPFt/gwBa6kySNLyS+gU2Ao3t+ZLVcsqKuP/1hwmJbeEmPA2DI4IYnCXNvh6nflT3Hwkm72p+dw4ogs+nu7V7QWlFWxNyiHnVDm5xeW08nTnmtjwM7Yxp7SiivSCUiKCfc9IyauoMrA7JZ+Y8Da4n3X9BoNs1s/EmSgoKOCSSy4hOzubP/74wyphB/Dy8mLRokUMHz6cRx99lA8++ACAH/ekER7kS/+wwCa31TU89yuuUIXAjh8/tya7lCoU4+4OUVHQoYOq394CSMws4pNNR/ktPp2xPdpy97huRISoDp3jOcX8cSiT4vJKBAI3N0GP9v4M6RJULTRSSjKLygjw8axRPEAJ5ZKNybz260FACUeovzdvTRvE0EiVbppXXI6Huxv+3vbzJwpKK/h+VxrrD2eyMTGb/JIKzu8ZyuvXxhDs1zQ3ovziCsoqq2gXcGZmREWVgU82HeWN1YcoKa+iS4gvR7JOISWEtvbmtWsGMq5HKAArthzjqa/3UmWQdG7Tiqcm92ZEdAgf/ZXE4o3JFJZWnnHsyBBfXryiP6O6taWyysCulDzWH85iU2I2O47nUV5pYFBEG+4e15XxPdvx9c5U3lmbwLGcYkZ3C+GN62Jo19qH8koDb605xHt/HGFIlyAemNCd0d1CbJanbTBI3lxzmKLSSmaOiz7nM3M0KioqmDx5MmvXruX7779n0qRJde6Tll/CZ1tT+GpHCqO6taV84ye8/tqr/Pbbb1S078t9y3dwfs92fDDdovNdJ7V57s4v7seOKdH+17/gxRfrvbuUknUHM3lzzWFGRAfz2IU98XA/Lf4l5VV4uosz2pqS/WkF/LovnYBWHgT7eRER7EtMeJtzflBSSg6mF7JmfwbxJwro0b41MRFtiAlrQ6Cv5xnbbjuay5urD7H+cBae7oIR0SH8nZRDlUFyUd/2HM8pYU9qvkV7PNwE/ToHUmkwkJR5ilPlVXi4CXp3DCAmvA2VBkliZhFHMos4VVaFu5tASsmp8irG9wzlhSv6k1NUzv3Lt3Msp5jBEUEkZxeTVVRGK093bhwRwZ3nnflDllKyN7WA7/ecILOwjEv6dWRcz1A83d1IzCzis7jj7EnJJyLYl6i2fnQJ8aOtvxfBfl4E+Xrh7+OBp7sbJeVVrDmQzne7TrDtaC6DIoKY2Kc9/TsH8uW2FFZsPU5RWSWdAn0Y070t7QN8eP+PI4T4e/H2tEH07NCao9nFHM0u5uDJAuLTCknIKKRdgA8DwwLp1zmQ7KJydh7PIz6tgDHd2vLExb2qb3y/H8zggU93UFhWSec2rRjcJQhPN0FiZhGJmacoKqtkbI9Q/nNpH7q18ye/pIJtR3N4+acDHEov4tbRkfh4ujN/XSJje4Ry6+hI5v50gAMnC/FwE1QaJBf368BNI7sQ1saXID9Pdh3P56mv93A0u5jYLkEcTC+ksLQSIaBPxwBGRofQLsCbTzYf5XhOCa083SmpqKJ/50Am9GrH+38m4u/tyeMX9eSjjcnsTytgYp/27EnJ52RBKQPCAgny9SK9oJTsU+Wc160tM8d3pUf71gBkFpbxx6FM9p3I53C6+l50befPDcMjuKB3ezzcBMdyiolLziUsqBXDooIRQlBeaeCRz3fx3a4TCAFe7m5MHxXJbaOj6BDoeCJvMBi47bbbWLJkCR9++CG33XZbrdtvO5rDe38cYc3+dAwS+ncOZE9qPiO7+BP3xp3kF57Cb9obDO4expLbhjXY6XFtcf/3v5WoJyVBly4AZBSU8vJPBzhZUEppRRVVBsnVseHcODziDNHcm5rPiz/uZ2NiNm39vckqKmNsj1DenjYIH083Pt54lP9be5iwIF/eu3EwXUJOd5pIKUnIKGJLcg5bk3IQQnB+r3aM6x56jthmF5Xx3h+JpBeUMWNsNP06q0ewlVuP8fQ3+yivNJyxfe+OAdw+Jop/9G5HXHIuvx/MYN3BTFLzSgDo3KYVJ/JLkBLcBAyPCuGSAR3p1ymA9/84ws/7TtLW35tbRnXhuqERhLb2Jr2glAV/HuGzuON0a+fPpL4duLBvB9q19sYgJRVVkj2p+Ww+ks225FxaebkT1daPyBBf0gvL2Hksj90peXh6uNEt1J/oUD8CW3lSZQCDlMRGBjG5f8fqz7eorJIXftjPwZMFdGvnT7d2/uxPK+Sbnal4uLsxpltb3IS6MSRkFnE0uxgPN4Gftwf5JRUE+3kRHtSKXSn5uLsJendsTVqeEhhLeHm4gYTyKgOhrb0ZHhXMtqO5pOWXAuDuJpjcvyO3j4liQFhgtZ17U/O599PtHM0uPuN4bgKiQ/3p3s6ftPxS4tMKqv9PHQN9iGrrx8bEbHp1aM3b0wbxx6FMXvxxP706BHDl4M7sOJbHjmO5SKBbO3+6hvozrkco43uGnnPjLq2o4qUf97Nk01EApg2L4NnL++Lp7kZllYGVccc5nF7E9cMjqkX17P3fWZvAb/HpxIS3YWyPUEZ3CzkjLFZZZeCHPWn8fiCDfw7sxIRe7RBCcPBkIfd+up2EjCLa+nvz8pX9+Uef9pRVVvF5XAqf/n0MT3dBuwAffL3c+XVfOiUVVZzfM5T8kgp2HM9DSvD1cqdbO38iQ/zYmpxDWn4poa29cReCkwWl1XbEdglixthoPt50lA0JWTxxcS8u7teBN1cf5uudqUgJHQJ86B8WyLDIYC4d2JGOga0s/s/NSc0r4e8j2XQJ8aN7e38CfE7/BssrDew7kc/2Y3kkZRXRvrUPnYNaEeTnRWpuCUlZpziWU0x+SQUFJRWUVxkY2z2UKYM6MzAskIy8QqZefxPrfv6WWY89yZuvnDkd574T+WQXlVNlkBSUVvDp38f4OymHIF9Ppg2LYOrQCCJCfPls63Ge/GoPgUVH2f7OfYTFTiT+z+9o7eN59uVYjcuKe1lxCZWdw3EbMZxWP/0AwMGThdy2eCs5p8rp2ykAH0938krK2ZtawHnd2/LK1QPIKCjj7bUJrN6fTpCvJ7Mu6M71w7vw5fYU/vPNXsKCfDFIydHsYsZ0a8ue1HyklLw5NYaY8CBWbj3Osr+PkpKrxLZda28qDZKcU+W4uwkGhgUSEx7EwPBAEjOK+HBDEiUVVfh5e1BYWsk/B3bCy92NL7enMKZbW964LgZ3N0HOqXK2Hc3hww1JHEovqr5OXy93RndrywW92nF+r3a0D/ChsLSC3SlKjH/Yk8aRzFMA+Hm5c9e4rtw+Jgq/Jg6BSCkb/YienHWK9/9MZMexPNyEwM0N2vp7c3G/DlzYpwP+Ph78eSiTVdtTOZ5bzOT+HblicGfatVbeXH5xBcdyiskpLifXGHcuKq2kqKwSCYzvGcrwqJDqJ4p9JwrYeTyP83u1o3MbyyJRUFrBRxuS8fJwIzLEl4gQX7qG+p8RiiqvNJCQUUSIvxftjU8dvx/M4NHPdpFXUkGV0at+/dqB58TPrWX94UzSC8q4anDnZh2yXlxeyTc7T3BR3w51hqdyT5WzeGMyn245RvsAbyb27sA/+rSjd4eA6jh9ZZWBdQcz+WJbCh7uguHRIQyNDGJrkvJmU/NKcHcTzL1qAFcPCas+dkJGEesOZrAnNZ89KfkcyTqFEDA8KpghXYIoKq0kv6SCgFaeXBsbTr/OgRgMko83JfPKLwcpLq+qPlYbX08EIIHisirKq9SNubWPxzlhrVae7kQEqyehAB9PqgyS9QlZlFcaaONWwoGPn6Ys9QBtxt9K21FXc9/53Zk5PpoDaYW8+stBNiScmZHXIcCHO8dGM21Y+DnfhfWHM7l76XYqtn7GoZ8WsXLlSq699tr6/suqsYm4CyHCgY+BDoABWCClfEsIMQe4E8g0bvqklPLH2o7VUHGP//Qbet1wBbdfOwf/Kf9kdNcQXvhhP6283Fl0y9BqD1lKydK/j/HiD/sxSElZpYHAVp7cNjqKW0ZHEtjq9J1zS1IOdy/dRoi/F/+e3IexPUI5nlPMzKXb2HeiAC93N8qrDIyIDuaKQZ0ZER1CRLAvBgk7j+exZn86W5Jy2Hsin9IK9YWaPKAjD0/sQWhrbxb+eYQP1iuxf2BCN2b9o8c5HVpSStYfzmLb0VyGRQUTGxmEt0fNMW9TyGbHsTwm9mlPW389F2xzkVFQyjPfxdOrQ2vuPb+b7oisg/JKAz/sOUGHgFaM7BpS67ZJWaf4ducJvtmVSlLWKVp7exDo60lmYRmlFQYGhgXi5ibYcSyPcT1CeXhiDzILyzicUcQJ41Oum4BWXh4MDAtkcJcg2gf4UFpRxYm8EnJOlRMW5Ev7AO9zbqb5JeW8+N4y3nv5aYrzspjz2jxuvmEqr/xykO92nah+0g/28+Ke8V2rO6Y93d3o3t6/1t9rXnE5nkIyYfxYDh8+zJ49e+jcuXODPk9biXtHoKOUcrtxLtVtwBTgWqBISvmatcdqTFjm5O4DfHi0kuVxqRSVVdKrQ2sW3TKUTha8tKPZp3h7bQLRoX7cNKJLjY9DpRVVeLm7nfFDLa2o4q01hykpr6rx8dicyioDB9ML8fZQj6vmZBaWkVFYSt9OTd9DrtG4IuYZPPklFXy9I5Wlm4+Sc6qcJy/pzZWDO1NWVsaBAwfYs2cPaWlptG/fnk6dOhEeHk7Xrl3x9Kw7/FFVVcXvv//O008/zebNm4mOjmbZsmWMGDGieps/DmWy8M8jxEYGccd50Q2Olx86dIhBgwZxwQUXNDj/vVnCMkKIb4B3gNE0o7ibKCitYN3BTM7vGdqoGJZGo3EOTGHCzMxMHn/8cT755BOqqqosbuvl5UWvXr3o27cvYWFhdOrUidDQUMrLyykuLiYrK4vNmzezceNGCgoKCAsL4+mnn+bWW2+16qbQUL788kt69+5Nnz59GrS/zcVdCBEJ/An0Ax4GbgEKgDjgESllroV9ZgAzACIiIoYcPXq00XZoNJqWg8Fg4IMPPuCJJ56gqKiImTNnMmbMGPr160dYWBiZmZmcOHGCpKQk9u3bx549ezhw4AAnTpygrKzsnOP169ePMWPGcN5553HllVc2e6GvhmBTcRdC+AN/AC9IKVcJIdoDWai+jOdQoZta84aawnPXaDQth6qqKm644QZWrlzJuHHjmD9/Pr1797ZqXyklubm5ZGZm4uPjg6+vL/7+/rRqVXdWjqNhsxGqQghP4EtgmZRyFYCUMt1s/ULg+8acQ6PRaMwxGAzMmDGDlStX8uKLL/LEE0/UK7tICEFwcDDBLj6fQ4NH5gj1aX4I7JdS/s+svaPZZlcAextunkbjGqSmpnLkyBF7m+H0SCl55JFHWLRoEU8//TSzZ8+220xHjk5jhl2OBm4CJgghdhr/LgFeEULsEULsBs4HHmoKQzUaZ+TAgQNMnz6dLl260LVrV3r16sVjjz3Gnj177G2aU/LKK6/w5ptv8sADD/DMM8/Y2xyHxqkHMWk0joqUkvvvv5958+bh4+PDjBkziI6O5ocffmDdunUIIfj4448bNYClpbF+/XrGjx/P1VdfzfLly3FrITWiaqO2mDtSSrv/DRkyRGo0rsQzzzwjAXn33XfL9PT0M9ZlZGTI0aNHS0C+9NJL0mAw2MlK5yEzM1N27txZduvWTRYUFNjbHIcBiJM16KprlPzVaByIFStW8N///pfp06fz7rvvnhMTDg0NZfXq1dx2223Mnj2b5ORk5s2bpz3RGjAYDNx8881kZmayefNmWreufQChRqHFXaNpQjZv3swtt9zCeeedx/vvv19jZ5+Pjw9Lly4lIiKCuXPnIoRg3rx5unPQAv/73//46aefePfddxk0aJC9zXEatLhrNE1Efn4+V199NZ07d2bVqlV4nz23wFm4ubnx0ksvIaXklVdewcvLizfffFMLvBnbtm1j9uzZXHnlldx99932Nsep0OKu0TQRs2fPJi0tjc2bN9O2bVur9hFC8PLLL1NWVsZbb72Fu7s7r732mg7RAEVFRUybNo0OHTqwcOFCfdOrJ1rcNZom4K+//mL+/Pk8+OCDDB06tF77CiF44403MBgMvPHGGxw5coRPPvmkxceWH3zwQRISEvj9999dfsCRLdCpkBpNIykrK2PQoEEUFxezd+9e/P39697JAlJK3nnnHR566CF69erFN998Q9euXWvdp7Kykq1bt/Lrr7/y999/c+LECdLS0sjPz6dTp05ERkbStWtXLrjgAi688EKnEcnPP/+ca6+9lieffJIXXnih7h1aKC47WYdG4wg888wzzJkzhx9//JGLL7640cdbs2YN1157LUVFRVx55ZXccccdnH/++bi5uVFVVcXRo0f57bff+PXXX1mzZg35+fkIIRgwYAARERF07NiRgIAAUlNTOXr0KAcOHCAnJwc3NzdGjhzJDTfcwNSpUwkKCmqCq2969u3bx4gRI+jbty/r16+3aVVGZ0fnuWs0NmLv3r3S09NTTps2rUmPm5SUJB944AEZFBQkAdmqVSvp6ekpUQX5JCAjIiLk7bffLj/77DOZlZVV47EqKyvlpk2b5NNPPy379esnAent7S2vu+46uXr1allVVdWktjeGnJwc2a1bN9m+fXt5/Phxe5vj8FBLnrv23DWaBlJZWcmoUaNISkoiPj6e0NDQJj9HaWkpq1atYuvWrfj4+NCqVStCQ0OZMGECPXr0qHcno5SSnTt3snjxYpYuXUpOTg7du3dnxowZ3HrrrYSE1D47ki2pqqpi8uTJrF27lnXr1jFq1Ci72eIsaM9do7EBr776qgTkihUr7G1KgygpKZFLly6VY8aMqfbmp0+fLrds2dLsthgMBjlr1iwJyAULFjT7+Z0VavHc7S7sUou7xgk5ePCg9PHxkZdffrlLlA/YvXu3vPvuu6Wfn58E5PDhw+WyZctkWVmZzc9tMBjkAw88IAH54IMP2vx8rkRt4q7DMhqXQUpJfHw8q1evZtOmTeTm5lJQUEBZWRm9e/dm6NChDB8+nOHDhzcqj7ysrIwJEyYQHx/Pvn376NSpUxNehX0pKChgyZIlvP322xw+fJiOHTty7733MnPmTJuEbAwGA/fccw/vv/8+Dz30EK+//rrOZ68HOiyjcWkOHjwoH330UdmpU6fqzsYuXbrI4cOHy4kTJ8pJkyadsa5nz57yvffek6dOnar3uaqqquTUqVMlIJcvX26Dq3EMqqqq5I8//igvuuii6g7du+66S8bHxzfZOXJzc6s/yyeeeMIlnoCaG1w1LGMwGJrlsVHjeFRUVMjPP/9cjhs3TgLSw8NDTpkyRX7wwQcyOTnZ4j6pqany448/lkOGDJGADAkJka+++qosKSmx+rwPP/xwdTXHlsLevXvlHXfcIb29vSUgL7zwQvnDDz80Ksvmt99+k2FhYdLd3V1XxmwELivuBw8elP7+/nLKlClywYIFMiUlpUHH0TQOg8HQbD/O7Oxs+eqrr8qIiAgJyKioKPnSSy/JtLQ0q49hMBjkn3/+KSdNmlTt5X/yySeysrKy1n1efvllCcj77ruvRYpRRkaGfP7556ufgiIiIuRTTz0lDx06ZPUxtm7dKm+66SYJyF69esm///7bhha7PrWJu81i7kKIScBbgDvwgZTy5Zq2bWjM/ciRI7z22mv88MMPHDt2DIC2bdvSvXt3unfvTnh4OJ06dar+69ixIx06dHDaQRFSqol9MzIyyMrKIisri+zsbAoLCykqKqK4uBjT/9Pd3R1/f38CAgIIDAykXbt21dcfEhJSr7hmXl4ehw8f5vDhwyQkJJCYmMiRI0c4efIkubm55OXlUVVVhY+PD97e3oSEhBAVFUVkZCQ9e/YkJiaGQYMGWV1v5WwMBgPr169n4cKFfPHFF5SVlTF+/HgefPBBLr30Utzd3Rt0XFADhh577DF27NhBVFQU99xzD7fddtsZIzlXr17Nk08+ydatW7n66qtZsWJFo87p7FRUVLBq1SoWL17Mr7/+isFgoHfv3owfP57x48fTvXt3goKCCAoKIisriwMHDrBv3z5WrlzJ9u3b8fX15Z577uHZZ591ykmpHYlmH6EqhHAHDgETgRRgKzBNShlvafvGdqhKY0fab7/9xv79+zl06BAJCQmkpaVRVVV1tm2EhobSsWNHOnXqRGhoKMHBwYSEhODn54eXlxfe3t5IKamsrKSiooLS0lJKSkooKSmhrKyM8vJyKioqMBgMuLm5IYTA09OTVq1a0apVK3x9ffHz88Pf3x8/Pz98fX3x9fWlVatWeHh44OHhgRCi+vjl5eUUFRVRWFhIQUEB2dnZ5OTkkJWVRXp6Ounp6WRkZJCenk5FRUWNn4OHhwdubm5IKamqqsJgMFjczsvLi44dO9KxY0eCgoIIDAwkMDAQoNqerKwsUlNTSU1NJScn54z9w8LCiI6OplOnTtU/Yg8PD0pLSyktLSUzM5OkpCSSkpJIT6+eL53w8HCGDBnCkCFDGDhwIN27dyc6OhovL68zjl9WVsbRo0fZvn07P//8Mz///DPp6ekEBgZy0003ceeddzJgwIB6fUdqw2AwsGrVKt5++23+/PNPfHx8CAsLw8/Pj8rKSvbt20dERARz5szhpptuwsNDl2QyceLECZYvX87q1avZsGEDRUVFNW7bv39/Zs6cyQ033FD9fdM0DnuI+0hgjpTyIuP72QBSypcsbW+rbJmqqioyMzNJTU0lLS2NtLS0M16fOHGi2vut7UtpwiT8Xl5eeHp6VgupwWCgoqKCkpISSktLaYrPtFWrVgQHB9O+fXvat29Pu3bt6NChQ/X70NBQ2rZtS3BwMAEBAdU3JhNSSkpLSykoKCAvL4+MjIzq6zZd+4kTJ8jLyyM/P5+CggIAPD098fT0pG3btnTu3JmOHTsSHR1d/TTUtWtXfHx8rL6O7Oxsdu7cyY4dO9i+fTtxcXEcPny4er2bmxuhoaHVn2tpaSmpqanVn2FwcDAXXXQRkydP5oorrsDX17fRn21t7N69m8WLF3Py5EmKi4spLS3l4osvZubMmXWW8G3pVFZWsnPnTo4fP05ubi65ubkEBwfTs2dPevbsadcBUq6KPcT9amCSlPIO4/ubgOFSyvssbe8IqZDl5eUUFxdTXl5OWVlZtTfu4eGBj48PPj4+Vj2Km0T11KlTFBUVUVRURElJCcXFxZSUlFBVVUVlZSUGg6H6+F5eXrRu3Rp/f39at25NSEiISz+u5ufnEx8fT0JCAocPH+bkyZOUl5dTXl6Op6cnUVFRREdH07t3bwYPHtyiQyAaTW3UJu62er60FNA94y4ihJgBzACIiIiwkRnW4+XldU54oCEIIarDMw2NMbs6gYGBjBw5kpEjR9rbFI3GZbHVjAApQLjZ+zDghPkGUsoFUspYKWWsLWpyaDQaTUvGVuK+FeguhIgSQngBU4FvbXQujUaj0ZyFTcIyUspKIcR9wC+oVMhFUsp9tjiXRqPRaM7FZjldUsofgR9tdXyNRqPR1IyehVej0WhcEC3uGo1G44JocddoNBoXRIu7RqPRuCAOMVmHECITONqIQ7QFsprIHGegpV0v6GtuKehrrh9dpJQWBwo5hLg3FiFEXE1DcF2Rlna9oK+5paCvuenQYRmNRqNxQbS4azQajQviKuK+wN4GNDMt7XpBX3NLQV9zE+ESMXeNRqPRnImreO4ajUajMUOLu0aj0bggTi3uQohJQoiDQogEIcQT9rbHFgghwoUQvwsh9gsh9gkhZhnbg4UQvwkhDhuXQfa2tSkRQrgLIXYIIb43vnfp6wUQQrQRQnwhhDhg/H+PdOXrFkI8ZPxO7xVCLBdC+Lja9QohFgkhMoQQe83aarxGIcRso54dFEJc1JhzO624Gyfhfhe4GOgDTBNC9LGvVTahEnhEStkbGAHca7zOJ4A1UsruwBrje1diFrDf7L2rXy/AW8DPUspewEDU9bvkdQshOgMPALFSyn6o0uBTcb3rXQxMOqvN4jUaf9dTgb7GfeYZda5BOK24A8OABCnlESllObACuNzONjU5Uso0KeV24+tC1A++M+palxg3WwJMsYuBNkAIEQZMBj4wa3bZ6wUQQgQAY4EPAaSU5VLKPFz7uj2AVkIID8AXNVubS12vlPJPIOes5pqu8XJghZSyTEqZBCSgdK5BOLO4dwaOm71PMba5LEKISGAQ8DfQXkqZBuoGALSzo2lNzZvA44DBrM2VrxcgGsgEPjKGoz4QQvjhotctpUwFXgOOAWlAvpTyV1z0es+ipmtsUk1zZnGvcxJuV0II4Q98CTwopSywtz22QghxKZAhpdxmb1uaGQ9gMDBfSjkIOIXzhyRqxBhnvhyIAjoBfkKIG+1rld1pUk1zZnGvcxJuV0EI4YkS9mVSylXG5nQhREfj+o5Ahr3sa2JGA5cJIZJRobYJQoiluO71mkgBUqSUfxvff4ESe1e97n8ASVLKTCllBbAKGIXrXq85NV1jk2qaM4t7i5iEWwghUHHY/VLK/5mt+haYbnw9HfimuW2zBVLK2VLKMCllJOp/ulZKeSMuer0mpJQngeNCiJ7GpguAeFz3uo8BI4QQvsbv+AWo/iRXvV5zarrGb4GpQghvIUQU0B3Y0uCzSCmd9g+4BDgEJAJP2dseG13jGNSj2W5gp/HvEiAE1dN+2LgMtretNrj28cD3xtct4XpjgDjj//prIMiVrxt4BjgA7AU+Abxd7XqB5ag+hQqUZ357bdcIPGXUs4PAxY05ty4/oNFoNC6IM4dlNBqNRlMDWtw1Go3GBdHirtFoNC6IFneNRqNxQbS4azQajQuixV2j0WhcEC3uGo1G44L8P7KsLOLAC06dAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "i =0\n",
    "for m in range(len(test_loader)):\n",
    "        for batch in test_loader[m]:\n",
    "                data,label = batch\n",
    "                data1 = data.to(device) #data1用于输入网络，类型为tensor    data用于画图，类型为np。因为不需要对data的数值进行改动所以进行了浅拷贝\n",
    "                # label =label.to(device)\n",
    "                data1 = data1.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                pred = Net[m](data1)\n",
    "                pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                pred = pred.cpu()\n",
    "                pred = pred.data.numpy()\n",
    "                pred=np.squeeze(pred)\n",
    "                label=np.squeeze(label)\n",
    "                data = np.squeeze(data)\n",
    "                #利用plot画图\n",
    "                plt.figure(i)\n",
    "                plt.title('sample'+str(i))\n",
    "                plt.plot(pred, label='pred')\n",
    "                plt.plot(label, color='red', label='GroundTruth')\n",
    "                plt.plot(data*100, color='black', label='data')\n",
    "                plt.legend()\n",
    "                plt.show()\n",
    "                figname ='./imag_Mission2/imag_ {}.jpg'.format(i)\n",
    "                plt.savefig(figname)\n",
    "                plt.close()\n",
    "                i +=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e3b95d8d6e207246d09e19daee9bbc5bbe4502ff924268508716ea3969933742"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
